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@inproceedings{DBLP:conf/colt/0001LP0V21,
  author       = {Christopher Jung and
                  Changhwa Lee and
                  Mallesh M. Pai and
                  Aaron Roth and
                  Rakesh Vohra},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Moment Multicalibration for Uncertainty Estimation},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2634--2678},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/jung21a.html},
  timestamp    = {Wed, 25 Aug 2021 17:11:16 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/0001LP0V21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/0001Z21,
  author       = {Pan Peng and
                  Jiapeng Zhang},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Towards a Query-Optimal and Time-Efficient Algorithm for Clustering
                  with a Faulty Oracle},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3662--3680},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/peng21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/0001Z21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/0001ZZ21,
  author       = {Daniel Russo and
                  Assaf Zeevi and
                  Tianyi Zhang},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Learning to Stop with Surprisingly Few Samples},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3887--3888},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/russo21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/0001ZZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/0002CLP21,
  author       = {Marco Bressan and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Silvio Lattanzi and
                  Andrea Paudice},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Exact Recovery of Clusters in Finite Metric Spaces Using Oracle Queries},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {775--803},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/bressan21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/0002CLP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/0005WCG021,
  author       = {Gen Li and
                  Yuting Wei and
                  Yuejie Chi and
                  Yuantao Gu and
                  Yuxin Chen},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Softmax Policy Gradient Methods Can Take Exponential Time to Converge},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3107--3110},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/li21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/0005WCG021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AbbeCGP21,
  author       = {Emmanuel Abbe and
                  Elisabetta Cornacchia and
                  Yuzhou Gu and
                  Yury Polyanskiy},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Stochastic block model entropy and broadcasting on trees with survey},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1--25},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/abbe21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AbbeCGP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AgarwalABLU21,
  author       = {Sushant Agarwal and
                  Nivasini Ananthakrishnan and
                  Shai Ben{-}David and
                  Tosca Lechner and
                  Ruth Urner},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Open Problem: Are all VC-classes {CPAC} learnable?},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4636--4641},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/open-problem-agarwal21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AgarwalABLU21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AgrawalJK21,
  author       = {Shubhada Agrawal and
                  Sandeep Juneja and
                  Wouter M. Koolen},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Regret Minimization in Heavy-Tailed Bandits},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {26--62},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/agrawal21a.html},
  timestamp    = {Mon, 02 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AgrawalJK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AmirKL21,
  author       = {Idan Amir and
                  Tomer Koren and
                  Roi Livni},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {{SGD} Generalizes Better Than {GD} (And Regularization Doesn't Help)},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {63--92},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/amir21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AmirKL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AnariCSS21,
  author       = {Nima Anari and
                  Moses Charikar and
                  Kirankumar Shiragur and
                  Aaron Sidford},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Bethe and Sinkhorn Permanents of Low Rank Matrices and Implications
                  for Profile Maximum Likelihood},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {93--158},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/anari21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AnariCSS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AndradeFP21,
  author       = {Gabriel P. Andrade and
                  Rafael M. Frongillo and
                  Georgios Piliouras},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Learning in Matrix Games can be Arbitrarily Complex},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {159--185},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/andrade21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AndradeFP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AshlagiGK21,
  author       = {Yair Ashlagi and
                  Lee{-}Ad Gottlieb and
                  Aryeh Kontorovich},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Functions with average smoothness: structure, algorithms, and learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {186--236},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/ashlagi21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AshlagiGK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AwasthiC0V21,
  author       = {Pranjal Awasthi and
                  Vaggos Chatziafratis and
                  Xue Chen and
                  Aravindan Vijayaraghavan},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Adversarially Robust Low Dimensional Representations},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {237--325},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/awasthi21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AwasthiC0V21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AzizianIMM21,
  author       = {Wa{\"{\i}}ss Azizian and
                  Franck Iutzeler and
                  J{\'{e}}r{\^{o}}me Malick and
                  Panayotis Mertikopoulos},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Last-Iterate Convergence Rate of Optimistic Mirror Descent in
                  Stochastic Variational Inequalities},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {326--358},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/azizian21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/AzizianIMM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BabyW21,
  author       = {Dheeraj Baby and
                  Yu{-}Xiang Wang},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Optimal Dynamic Regret in Exp-Concave Online Learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {359--409},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/baby21a.html},
  timestamp    = {Tue, 28 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BabyW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BandeiraBKMW21,
  author       = {Afonso S. Bandeira and
                  Jess Banks and
                  Dmitriy Kunisky and
                  Cristopher Moore and
                  Alexander S. Wein},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Spectral Planting and the Hardness of Refuting Cuts, Colorability,
                  and Communities in Random Graphs},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {410--473},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/bandeira21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BandeiraBKMW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BassilyGN21,
  author       = {Raef Bassily and
                  Crist{\'{o}}bal Guzm{\'{a}}n and
                  Anupama Nandi},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Non-Euclidean Differentially Private Stochastic Convex Optimization},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {474--499},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/bassily21a.html},
  timestamp    = {Wed, 20 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BassilyGN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BennettDSV21,
  author       = {Huck Bennett and
                  Anindya De and
                  Rocco A. Servedio and
                  Emmanouil{-}Vasileios Vlatakis{-}Gkaragkounis},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Reconstructing weighted voting schemes from partial information about
                  their power indices},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {500--565},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/bennett21a.html},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/BennettDSV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BergOS21,
  author       = {Tomer Berg and
                  Or Ordentlich and
                  Ofer Shayevitz},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Deterministic Finite-Memory Bias Estimation},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {566--585},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/berg21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BergOS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BesbesFL21,
  author       = {Omar Besbes and
                  Yuri Fonseca and
                  Ilan Lobel},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Online Learning from Optimal Actions},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {586},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/besbes21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BesbesFL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BlockDR21,
  author       = {Adam Block and
                  Yuval Dagan and
                  Alexander Rakhlin},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Majorizing Measures, Sequential Complexities, and Online Learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {587--590},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/block21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BlockDR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BlumHQS21,
  author       = {Avrim Blum and
                  Steve Hanneke and
                  Jian Qian and
                  Han Shao},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Robust learning under clean-label attack},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {591--634},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/blum21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BlumHQS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BodinM21,
  author       = {Antoine Bodin and
                  Nicolas Macris},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Rank-one matrix estimation: analytic time evolution of gradient descent
                  dynamics},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {635--678},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/bodin21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BodinM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BranzeiP21,
  author       = {Simina Br{\^{a}}nzei and
                  Yuval Peres},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Multiplayer Bandit Learning, from Competition to Cooperation},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {679--723},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/branzei21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BranzeiP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BravermanK0S21,
  author       = {Vladimir Braverman and
                  Robert Krauthgamer and
                  Aditya Krishnan and
                  Shay Sapir},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Near-Optimal Entrywise Sampling of Numerically Sparse Matrices},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {759--773},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/braverman21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BravermanK0S21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BravermanKMS21,
  author       = {Mark Braverman and
                  Gillat Kol and
                  Shay Moran and
                  Raghuvansh R. Saxena},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Near Optimal Distributed Learning of Halfspaces with Two Parties},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {724--758},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/braverman21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BravermanKMS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BrennanBH0S21,
  author       = {Matthew S. Brennan and
                  Guy Bresler and
                  Samuel B. Hopkins and
                  Jerry Li and
                  Tselil Schramm},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Statistical Query Algorithms and Low Degree Tests Are Almost Equivalent},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {774},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/brennan21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BrennanBH0S21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BubeckBS21,
  author       = {S{\'{e}}bastien Bubeck and
                  Thomas Budzinski and
                  Mark Sellke},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Cooperative and Stochastic Multi-Player Multi-Armed Bandit: Optimal
                  Regret With Neither Communication Nor Collisions},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {821--822},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/bubeck21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BubeckBS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BubeckLN21,
  author       = {S{\'{e}}bastien Bubeck and
                  Yuanzhi Li and
                  Dheeraj M. Nagaraj},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {A Law of Robustness for Two-Layers Neural Networks},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {804--820},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/bubeck21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BubeckLN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/CabannesBR21,
  author       = {Vivien A. Cabannes and
                  Francis R. Bach and
                  Alessandro Rudi},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Fast Rates for Structured Prediction},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {823--865},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/cabannes21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/CabannesBR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/CarmonJJS21,
  author       = {Yair Carmon and
                  Arun Jambulapati and
                  Yujia Jin and
                  Aaron Sidford},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Thinking Inside the Ball: Near-Optimal Minimization of the Maximal
                  Loss},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {866--882},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/carmon21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/CarmonJJS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/CasgrainK21,
  author       = {Philippe Casgrain and
                  Anastasis Kratsios},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Optimizing Optimizers: Regret-optimal gradient descent algorithms},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {883--926},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/casgrain21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/CasgrainK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChatterjiLB21,
  author       = {Niladri S. Chatterji and
                  Philip M. Long and
                  Peter L. Bartlett},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {When does gradient descent with logistic loss interpolate using deep
                  networks with smoothed ReLU activations?},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {927--1027},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chatterji21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ChatterjiLB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChenD21,
  author       = {Xue Chen and
                  Michal Derezinski},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Query complexity of least absolute deviation regression via robust
                  uniform convergence},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1144--1179},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chen21d.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ChenD21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChenH21,
  author       = {Xinyi Chen and
                  Elad Hazan},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Black-Box Control for Linear Dynamical Systems},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1114--1143},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chen21c.html},
  timestamp    = {Mon, 07 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ChenH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChenJLW21,
  author       = {Xi Chen and
                  Rajesh Jayaram and
                  Amit Levi and
                  Erik Waingarten},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Learning and testing junta distributions with sub cube conditioning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1060--1113},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chen21b.html},
  timestamp    = {Fri, 25 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ChenJLW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChenKO21,
  author       = {Wei{-}Ning Chen and
                  Peter Kairouz and
                  Ayfer {\"{O}}zg{\"{u}}r},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Breaking The Dimension Dependence in Sparse Distribution Estimation
                  under Communication Constraints},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1028--1059},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chen21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ChenKO21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChenLW21,
  author       = {Liyu Chen and
                  Haipeng Luo and
                  Chen{-}Yu Wei},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Minimax Regret for Stochastic Shortest Path with Adversarial Costs
                  and Known Transition},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1180--1215},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chen21e.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ChenLW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChenLW21a,
  author       = {Liyu Chen and
                  Haipeng Luo and
                  Chen{-}Yu Wei},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Impossible Tuning Made Possible: {A} New Expert Algorithm and Its
                  Applications},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1216--1259},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chen21f.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ChenLW21a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ChewiLACGR21,
  author       = {Sinho Chewi and
                  Chen Lu and
                  Kwangjun Ahn and
                  Xiang Cheng and
                  Thibaut Le Gouic and
                  Philippe Rigollet},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Optimal dimension dependence of the Metropolis-Adjusted Langevin Algorithm},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1260--1300},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/chewi21a.html},
  timestamp    = {Tue, 31 Oct 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/ChewiLACGR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/CohenKKM21,
  author       = {Alon Cohen and
                  Haim Kaplan and
                  Tomer Koren and
                  Yishay Mansour},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Online Markov Decision Processes with Aggregate Bandit Feedback},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1301--1329},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/cohen21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/CohenKKM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/CossonS21,
  author       = {Romain Cosson and
                  Devavrat Shah},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Quantifying Variational Approximation for Log-Partition Function},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1330--1357},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/cosson21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/CossonS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DanielyV21,
  author       = {Amit Daniely and
                  Gal Vardi},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {From Local Pseudorandom Generators to Hardness of Learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1358--1394},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/daniely21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DanielyV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DaskalakisKTZ21,
  author       = {Constantinos Daskalakis and
                  Vasilis Kontonis and
                  Christos Tzamos and
                  Emmanouil Zampetakis},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {A Statistical Taylor Theorem and Extrapolation of Truncated Densities},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1395--1398},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/daskalakis21a.html},
  timestamp    = {Tue, 07 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DaskalakisKTZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DeOS21,
  author       = {Anindya De and
                  Ryan O'Donnell and
                  Rocco A. Servedio},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Learning sparse mixtures of permutations from noisy information},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1429--1466},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/de21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DeOS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DeS21,
  author       = {Anindya De and
                  Rocco A. Servedio},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Weak learning convex sets under normal distributions},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1399--1428},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/de21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DeS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DerezinskiLDM21,
  author       = {Michal Derezinski and
                  Zhenyu Liao and
                  Edgar Dobriban and
                  Michael W. Mahoney},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Sparse sketches with small inversion bias},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1467--1510},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/derezinski21a.html},
  timestamp    = {Wed, 27 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DerezinskiLDM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DiakonikolasIKL21,
  author       = {Ilias Diakonikolas and
                  Russell Impagliazzo and
                  Daniel M. Kane and
                  Rex Lei and
                  Jessica Sorrell and
                  Christos Tzamos},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Boosting in the Presence of Massart Noise},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1585--1644},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/diakonikolas21d.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DiakonikolasIKL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DiakonikolasK21,
  author       = {Ilias Diakonikolas and
                  Daniel M. Kane},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Sample Complexity of Robust Covariance Testing},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1511--1521},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/diakonikolas21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DiakonikolasK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DiakonikolasKKT21,
  author       = {Ilias Diakonikolas and
                  Daniel M. Kane and
                  Vasilis Kontonis and
                  Christos Tzamos and
                  Nikos Zarifis},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Agnostic Proper Learning of Halfspaces under Gaussian Marginals},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1522--1551},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/diakonikolas21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DiakonikolasKKT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DiakonikolasKPZ21,
  author       = {Ilias Diakonikolas and
                  Daniel M. Kane and
                  Thanasis Pittas and
                  Nikos Zarifis},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Optimality of Polynomial Regression for Agnostic Learning under
                  Gaussian Marginals in the {SQ} Model},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1552--1584},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/diakonikolas21c.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DiakonikolasKPZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DiakonikolasKSS21,
  author       = {Ilias Diakonikolas and
                  Daniel M. Kane and
                  Alistair Stewart and
                  Yuxin Sun},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Outlier-Robust Learning of Ising Models Under Dobrushin's Condition},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1645--1682},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/diakonikolas21e.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DiakonikolasKSS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DingLLW21,
  author       = {Zhiyan Ding and
                  Qin Li and
                  Jianfeng Lu and
                  Stephen J. Wright},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Random Coordinate Langevin Monte Carlo},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1683--1710},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/ding21a.html},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/DingLLW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DurmusMNSW21,
  author       = {Alain Durmus and
                  Eric Moulines and
                  Alexey Naumov and
                  Sergey Samsonov and
                  Hoi{-}To Wai},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {On the Stability of Random Matrix Product with Markovian Noise: Application
                  to Linear Stochastic Approximation and {TD} Learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1711--1752},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/durmus21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DurmusMNSW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DwivediM21,
  author       = {Raaz Dwivedi and
                  Lester Mackey},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Kernel Thinning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1753},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/dwivedi21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/DwivediM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/EldanMS21,
  author       = {Ronen Eldan and
                  Dan Mikulincer and
                  Tselil Schramm},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Non-asymptotic approximations of neural networks by Gaussian processes},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1754--1775},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/eldan21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/EldanMS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ErdogduH21,
  author       = {Murat A. Erdogdu and
                  Rasa Hosseinzadeh},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {On the Convergence of Langevin Monte Carlo: The Interplay between
                  Tail Growth and Smoothness},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1776--1822},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/erdogdu21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ErdogduH21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ErvenSKK21,
  author       = {Tim van Erven and
                  Sarah Sachs and
                  Wouter M. Koolen and
                  Wojciech Kotlowski},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Robust Online Convex Optimization in the Presence of Outliers},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4174--4194},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/vanerven21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ErvenSKK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/EsfandiariKM21,
  author       = {Hossein Esfandiari and
                  Amin Karbasi and
                  Vahab S. Mirrokni},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Adaptivity in Adaptive Submodularity},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1823--1846},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/esfandiari21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/EsfandiariKM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/EvenM21,
  author       = {Mathieu Even and
                  Laurent Massouli{\'{e}}},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Concentration of Non-Isotropic Random Tensors with Applications to
                  Learning and Empirical Risk Minimization},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1847--1886},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/even21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/EvenM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/FangLYZ21,
  author       = {Cong Fang and
                  Jason D. Lee and
                  Pengkun Yang and
                  Tong Zhang},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Modeling from Features: a Mean-field Framework for Over-parameterized
                  Deep Neural Networks},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1887--1936},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/fang21a.html},
  timestamp    = {Mon, 06 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/FangLYZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/FederP21,
  author       = {Meir Feder and
                  Yury Polyanskiy},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Sequential prediction under log-loss and misspecification},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1937--1964},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/feder21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/FederP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/FontaineBD21,
  author       = {Xavier Fontaine and
                  Valentin De Bortoli and
                  Alain Durmus},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Convergence rates and approximation results for {SGD} and its continuous-time
                  counterpart},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {1965--2058},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/fontaine21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/FontaineBD21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/FosterRSX21,
  author       = {Dylan J. Foster and
                  Alexander Rakhlin and
                  David Simchi{-}Levi and
                  Yunzong Xu},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Instance-Dependent Complexity of Contextual Bandits and Reinforcement
                  Learning: {A} Disagreement-Based Perspective},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2059},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/foster21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/FosterRSX21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/FotakisKKT21,
  author       = {Dimitris Fotakis and
                  Alkis Kalavasis and
                  Vasilis Kontonis and
                  Christos Tzamos},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Efficient Algorithms for Learning from Coarse Labels},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2060--2079},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/fotakis21a.html},
  timestamp    = {Thu, 24 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/FotakisKKT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/GanassaliML21,
  author       = {Luca Ganassali and
                  Laurent Massouli{\'{e}} and
                  Marc Lelarge},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Impossibility of Partial Recovery in the Graph Alignment Problem},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2080--2102},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/ganassali21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/GanassaliML21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/GarberW21,
  author       = {Dan Garber and
                  Noam Wolf},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Frank-Wolfe with a Nearest Extreme Point Oracle},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2103--2132},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/garber21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/GarberW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Ghazi0M21,
  author       = {Badih Ghazi and
                  Ravi Kumar and
                  Pasin Manurangsi},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {On Avoiding the Union Bound When Answering Multiple Differentially
                  Private Queries},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2133--2146},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/ghazi21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Ghazi0M21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/GiannouVM21,
  author       = {Angeliki Giannou and
                  Emmanouil{-}Vasileios Vlatakis{-}Gkaragkounis and
                  Panayotis Mertikopoulos},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Survival of the strictest: Stable and unstable equilibria under regularized
                  learning with partial information},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2147--2148},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/giannou21a.html},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/GiannouVM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Golowich21,
  author       = {Noah Golowich},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Differentially Private Nonparametric Regression Under a Growth Condition},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2149--2192},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/golowich21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Golowich21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/GordonMRS21,
  author       = {Spencer Gordon and
                  Bijan H. Mazaheri and
                  Yuval Rabani and
                  Leonard J. Schulman},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Source Identification for Mixtures of Product Distributions},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2193--2216},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/gordon21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/GordonMRS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Grunwald0Z21,
  author       = {Peter Gr{\"{u}}nwald and
                  Thomas Steinke and
                  Lydia Zakynthinou},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate
                  bounds that handle general {VC} classes},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2217--2247},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/grunwald21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Grunwald0Z21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Guo0T021,
  author       = {Chenghao Guo and
                  Zhiyi Huang and
                  Zhihao Gavin Tang and
                  Xinzhi Zhang},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Generalizing Complex Hypotheses on Product Distributions: Auctions,
                  Prophet Inequalities, and Pandora's Problem},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2248--2288},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/guo21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Guo0T021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Hanneke21,
  author       = {Steve Hanneke},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Open Problem: Is There an Online Learning Algorithm That Learns Whenever
                  Online Learning Is Possible?},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4642--4646},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/open-problem-hanneke21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Hanneke21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HannekeLM21,
  author       = {Steve Hanneke and
                  Roi Livni and
                  Shay Moran},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Online Learning with Simple Predictors and a Combinatorial Characterization
                  of Minimax in 0/1 Games},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2289--2314},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/hanneke21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/HannekeLM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HaoChenWL021,
  author       = {Jeff Z. HaoChen and
                  Colin Wei and
                  Jason D. Lee and
                  Tengyu Ma},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Shape Matters: Understanding the Implicit Bias of the Noise Covariance},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2315--2357},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/haochen21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/HaoChenWL021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HopkinsKLM21,
  author       = {Max Hopkins and
                  Daniel Kane and
                  Shachar Lovett and
                  Michal Moshkovitz},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Bounded Memory Active Learning through Enriched Queries},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2358--2387},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/hopkins21a.html},
  timestamp    = {Tue, 09 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/HopkinsKLM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HsiehAM21,
  author       = {Yu{-}Guan Hsieh and
                  Kimon Antonakopoulos and
                  Panayotis Mertikopoulos},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Adaptive Learning in Continuous Games: Optimal Regret Bounds and Convergence
                  to Nash Equilibrium},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2388--2422},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/hsieh21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/HsiehAM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HsuSSV21,
  author       = {Daniel Hsu and
                  Clayton Sanford and
                  Rocco A. Servedio and
                  Emmanouil V. Vlatakis{-}Gkaragkounis},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {On the Approximation Power of Two-Layer Networks of Random ReLUs},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2423--2461},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/hsu21a.html},
  timestamp    = {Thu, 04 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/HsuSSV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HuKU21,
  author       = {Yichun Hu and
                  Nathan Kallus and
                  Masatoshi Uehara},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Fast Rates for the Regret of Offline Reinforcement Learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2462},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/hu21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/HuKU21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HuangNW21,
  author       = {De Huang and
                  Jonathan Niles{-}Weed and
                  Rachel A. Ward},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Streaming k-PCA: Efficient guarantees for Oja's algorithm, beyond
                  rank-one updates},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2463--2498},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/huang21a.html},
  timestamp    = {Thu, 04 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/HuangNW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/IliopoulosZ21,
  author       = {Fotis Iliopoulos and
                  Ilias Zadik},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Group testing and local search: is there a computational-statistical
                  gap?},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2499--2551},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/iliopoulos21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/IliopoulosZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Ito21,
  author       = {Shinji Ito},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Parameter-Free Multi-Armed Bandit Algorithms with Hybrid Data-Dependent
                  Regret Bounds},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2552--2583},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/ito21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Ito21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Jin0XG21,
  author       = {Tianyuan Jin and
                  Pan Xu and
                  Xiaokui Xiao and
                  Quanquan Gu},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Double Explore-then-Commit: Asymptotic Optimality and Beyond},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2584--2633},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/jin21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Jin0XG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/KachamW21,
  author       = {Praneeth Kacham and
                  David P. Woodruff},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Reduced-Rank Regression with Operator Norm Error},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2679--2716},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/kacham21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/KachamW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/KairouzDRT21,
  author       = {Peter Kairouz and
                  M{\'{o}}nica Ribero Diaz and
                  Keith Rush and
                  Abhradeep Thakurta},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {(Nearly) Dimension Independent Private {ERM} with AdaGrad Ratesvia
                  Publicly Estimated Subspaces},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2717--2746},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/kairouz21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/KairouzDRT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/KaplanMS21,
  author       = {Haim Kaplan and
                  Yishay Mansour and
                  Uri Stemmer},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Sparse Vector Technique, Revisited},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2747--2776},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/kaplan21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/KaplanMS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/KirschnerLVS21,
  author       = {Johannes Kirschner and
                  Tor Lattimore and
                  Claire Vernade and
                  Csaba Szepesv{\'{a}}ri},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Asymptotically Optimal Information-Directed Sampling},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2777--2821},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/kirschner21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/KirschnerLVS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Kunisky21,
  author       = {Dmitriy Kunisky},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Hypothesis testing with low-degree polynomials in the Morris class
                  of exponential families},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2822--2848},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/kunisky21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Kunisky21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/KurR21,
  author       = {Gil Kur and
                  Alexander Rakhlin},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {On the Minimal Error of Empirical Risk Minimization},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2849--2852},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/kur21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/KurR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/KuzborskijS21,
  author       = {Ilja Kuzborskij and
                  Csaba Szepesv{\'{a}}ri},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Nonparametric Regression with Shallow Overparameterized Neural Networks
                  Trained by {GD} with Early Stopping},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2853--2890},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/kuzborskij21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/KuzborskijS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Lamperski21,
  author       = {Andrew G. Lamperski},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Projected Stochastic Gradient Langevin Algorithms for Constrained
                  Sampling and Non-Convex Learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2891--2937},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/lamperski21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Lamperski21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Lattimore021,
  author       = {Tor Lattimore and
                  Andr{\'{a}}s Gy{\"{o}}rgy},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Improved Regret for Zeroth-Order Stochastic Convex Bandits},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2938--2964},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/lattimore21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Lattimore021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Lattimore021a,
  author       = {Tor Lattimore and
                  Andr{\'{a}}s Gy{\"{o}}rgy},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Mirror Descent and the Information Ratio},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2965--2992},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/lattimore21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Lattimore021a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/LeeST21,
  author       = {Yin Tat Lee and
                  Ruoqi Shen and
                  Kevin Tian},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Structured Logconcave Sampling with a Restricted Gaussian Oracle},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {2993--3050},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/lee21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/LeeST21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/LiJ21,
  author       = {Chris Junchi Li and
                  Michael I. Jordan},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Stochastic Approximation for Online Tensorial Independent Component
                  Analysis},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3051--3106},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/li21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/LiJ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/LiW021,
  author       = {Yi Li and
                  David P. Woodruff and
                  Taisuke Yasuda},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Exponentially Improved Dimensionality Reduction for l1: Subspace Embeddings
                  and Independence Testing},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3111--3195},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/li21c.html},
  timestamp    = {Wed, 15 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/LiW021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Lu0W21,
  author       = {Yulong Lu and
                  Jianfeng Lu and
                  Min Wang},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {A Priori Generalization Analysis of the Deep Ritz Method for Solving
                  High Dimensional Elliptic Partial Differential Equations},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3196--3241},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/lu21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Lu0W21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/LykourisSSS21,
  author       = {Thodoris Lykouris and
                  Max Simchowitz and
                  Alex Slivkins and
                  Wen Sun},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Corruption-robust exploration in episodic reinforcement learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3242--3245},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/lykouris21a.html},
  timestamp    = {Tue, 13 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/LykourisSSS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/MakarychevV21,
  author       = {Yury Makarychev and
                  Ali Vakilian},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Approximation Algorithms for Socially Fair Clustering},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3246--3264},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/makarychev21a.html},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/MakarychevV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/MalachYSS21,
  author       = {Eran Malach and
                  Gilad Yehudai and
                  Shai Shalev{-}Shwartz and
                  Ohad Shamir},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Connection Between Approximation, Depth Separation and Learnability
                  in Neural Networks},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3265--3295},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/malach21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/MalachYSS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/MaoRT21,
  author       = {Cheng Mao and
                  Mark Rudelson and
                  Konstantin E. Tikhomirov},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Random Graph Matching with Improved Noise Robustness},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3296--3329},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/mao21a.html},
  timestamp    = {Wed, 28 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/MaoRT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/MasoudianS21,
  author       = {Saeed Masoudian and
                  Yevgeny Seldin},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Improved Analysis of the Tsallis-INF Algorithm in Stochastically Constrained
                  Adversarial Bandits and Stochastic Bandits with Adversarial Corruptions},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3330--3350},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/masoudian21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/MasoudianS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/MeiMM21,
  author       = {Song Mei and
                  Theodor Misiakiewicz and
                  Andrea Montanari},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Learning with invariances in random features and kernel models},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3351--3418},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/mei21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/MeiMM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/MoitraMS21,
  author       = {Ankur Moitra and
                  Elchanan Mossel and
                  Colin Sandon},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Learning to Sample from Censored Markov Random Fields},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3419--3451},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/moitra21a.html},
  timestamp    = {Fri, 29 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/MoitraMS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/MontasserHS21,
  author       = {Omar Montasser and
                  Steve Hanneke and
                  Nathan Srebro},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Adversarially Robust Learning with Unknown Perturbation Sets},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3452--3482},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/montasser21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/MontasserHS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Nanashima21,
  author       = {Mikito Nanashima},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {A Theory of Heuristic Learnability},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3483--3525},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/nanashima21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Nanashima21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Neu21,
  author       = {Gergely Neu},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Information-Theoretic Generalization Bounds for Stochastic Gradient
                  Descent},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3526--3545},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/neu21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Neu21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Niles-WeedZ21,
  author       = {Jonathan Niles{-}Weed and
                  Ilias Zadik},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {It was "all" for "nothing": sharp phase transitions for noiseless
                  discrete channels},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3546--3547},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/nilesweed21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Niles-WeedZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/PaquetteLPP21,
  author       = {Courtney Paquette and
                  Kiwon Lee and
                  Fabian Pedregosa and
                  Elliot Paquette},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {{SGD} in the Large: Average-case Analysis, Asymptotics, and Stepsize
                  Criticality},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3548--3626},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/paquette21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/PaquetteLPP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ParkLYS21,
  author       = {Sejun Park and
                  Jaeho Lee and
                  Chulhee Yun and
                  Jinwoo Shin},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Provable Memorization via Deep Neural Networks using Sub-linear Parameters},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3627--3661},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/park21a.html},
  timestamp    = {Wed, 27 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ParkLYS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/PerdomoSAB21,
  author       = {Juan C. Perdomo and
                  Max Simchowitz and
                  Alekh Agarwal and
                  Peter L. Bartlett},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Towards a Dimension-Free Understanding of Adaptive Linear Control},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3681--3770},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/perdomo21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/PerdomoSAB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Plevrakis21,
  author       = {Orestis Plevrakis},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Learning from Censored and Dependent Data: The case of Linear Dynamics},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3771--3787},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/plevrakis21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Plevrakis21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/PodimataS21,
  author       = {Chara Podimata and
                  Alex Slivkins},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Adaptive Discretization for Adversarial Lipschitz Bandits},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3788--3805},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/podimata21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/PodimataS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/PuchkinZ21,
  author       = {Nikita Puchkin and
                  Nikita Zhivotovskiy},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Exponential savings in agnostic active learning through abstention},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3806--3832},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/puchkin21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/PuchkinZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/QiaoV21,
  author       = {Mingda Qiao and
                  Gregory Valiant},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Exponential Weights Algorithms for Selective Learning},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3833--3858},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/qiao21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/QiaoV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/RashtchianW0Z21,
  author       = {Cyrus Rashtchian and
                  David P. Woodruff and
                  Peng Ye and
                  Hanlin Zhu},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Average-Case Communication Complexity of Statistical Problems},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3859--3886},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/rashtchian21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/RashtchianW0Z21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/SafranYS21,
  author       = {Itay Safran and
                  Gilad Yehudai and
                  Ohad Shamir},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Effects of Mild Over-parameterization on the Optimization Landscape
                  of Shallow ReLU Neural Networks},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3889--3934},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/safran21a.html},
  timestamp    = {Fri, 22 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/SafranYS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/SebbouhGD21,
  author       = {Othmane Sebbouh and
                  Robert M. Gower and
                  Aaron Defazio},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Almost sure convergence rates for Stochastic Gradient Descent and
                  Stochastic Heavy Ball},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3935--3971},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/sebbouh21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/SebbouhGD21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ShermanK21,
  author       = {Uri Sherman and
                  Tomer Koren},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Lazy {OCO:} Online Convex Optimization on a Switching Budget},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3972--3988},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/sherman21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ShermanK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Skorski21,
  author       = {Maciej Skorski},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Johnson-Lindenstrauss Transforms with Best Confidence},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {3989--4007},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/skorski21a.html},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Skorski21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/SuggalaRN21,
  author       = {Arun Sai Suggala and
                  Pradeep Ravikumar and
                  Praneeth Netrapalli},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Efficient Bandit Convex Optimization: Beyond Linear Losses},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4008--4067},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/suggala21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/SuggalaRN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/TangY21,
  author       = {Rong Tang and
                  Yun Yang},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {On Empirical Bayes Variational Autoencoder: An Excess Risk Bound},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4068--4125},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/tang21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/TangY21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/UllahM0RA21,
  author       = {Enayat Ullah and
                  Tung Mai and
                  Anup Rao and
                  Ryan A. Rossi and
                  Raman Arora},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Machine Unlearning via Algorithmic Stability},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4126--4142},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/ullah21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/UllahM0RA21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/VacherMRBV21,
  author       = {Adrien Vacher and
                  Boris Muzellec and
                  Alessandro Rudi and
                  Francis R. Bach and
                  Fran{\c{c}}ois{-}Xavier Vialard},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {A Dimension-free Computational Upper-bound for Smooth Optimal Transport
                  Estimation},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4143--4173},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/vacher21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/VacherMRBV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/VakiliSJ21,
  author       = {Sattar Vakili and
                  Jonathan Scarlett and
                  Tara Javidi},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Open Problem: Tight Online Confidence Intervals for {RKHS} Elements},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4647--4652},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/open-problem-vakili21a.html},
  timestamp    = {Sun, 12 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/VakiliSJ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Vardi0PS21,
  author       = {Gal Vardi and
                  Daniel Reichman and
                  Toniann Pitassi and
                  Ohad Shamir},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Size and Depth Separation in Approximating Benign Functions with Neural
                  Networks},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4195--4223},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/vardi21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Vardi0PS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/VardiS21,
  author       = {Gal Vardi and
                  Ohad Shamir},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Implicit Regularization in ReLU Networks with the Square Loss},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4224--4258},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/vardi21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/VardiS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/WeiL21,
  author       = {Chen{-}Yu Wei and
                  Haipeng Luo},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Non-stationary Reinforcement Learning without Prior Knowledge: an
                  Optimal Black-box Approach},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4300--4354},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/wei21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/WeiL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/WeiLZL21,
  author       = {Chen{-}Yu Wei and
                  Chung{-}Wei Lee and
                  Mengxiao Zhang and
                  Haipeng Luo},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Last-iterate Convergence of Decentralized Optimistic Gradient Descent/Ascent
                  in Infinite-horizon Competitive Markov Games},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4259--4299},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/wei21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/WeiLZL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/WeiszAJAJS21,
  author       = {Gell{\'{e}}rt Weisz and
                  Philip Amortila and
                  Barnab{\'{a}}s Janzer and
                  Yasin Abbasi{-}Yadkori and
                  Nan Jiang and
                  Csaba Szepesv{\'{a}}ri},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {On Query-efficient Planning in MDPs under Linear Realizability of
                  the Optimal State-value Function},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4355--4385},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/weisz21a.html},
  timestamp    = {Tue, 19 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/WeiszAJAJS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/WoodworthBSS21,
  author       = {Blake E. Woodworth and
                  Brian Bullins and
                  Ohad Shamir and
                  Nathan Srebro},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {The Min-Max Complexity of Distributed Stochastic Convex Optimization
                  with Intermittent Communication},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4386--4437},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/woodworth21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/WoodworthBSS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Xu0D21,
  author       = {Haike Xu and
                  Tengyu Ma and
                  Simon S. Du},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Fine-Grained Gap-Dependent Bounds for Tabular MDPs via Adaptive Multi-Step
                  Bootstrap},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4438--4472},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/xu21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/Xu0D21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/YunSJ21,
  author       = {Chulhee Yun and
                  Suvrit Sra and
                  Ali Jadbabaie},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Open Problem: Can Single-Shuffle {SGD} be Better than Reshuffling
                  {SGD} and GD?},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4653--4658},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/open-problem-yun21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/YunSJ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ZanetteCA21,
  author       = {Andrea Zanette and
                  Ching{-}An Cheng and
                  Alekh Agarwal},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Cautiously Optimistic Policy Optimization and Exploration with Linear
                  Function Approximation},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4473--4525},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/zanette21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ZanetteCA21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ZhangJD21,
  author       = {Zihan Zhang and
                  Xiangyang Ji and
                  Simon S. Du},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Is Reinforcement Learning More Difficult Than Bandits? {A} Near-optimal
                  Algorithm Escaping the Curse of Horizon},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4528--4531},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/zhang21b.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ZhangJD21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ZhangL21,
  author       = {Chicheng Zhang and
                  Yinan Li},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Improved Algorithms for Efficient Active Learning Halfspaces with
                  Massart and Tsybakov Noise},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4526--4527},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/zhang21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ZhangL21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/Zhou0J21,
  author       = {Mo Zhou and
                  Rong Ge and
                  Chi Jin},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {A Local Convergence Theory for Mildly Over-Parameterized Two-Layer
                  Neural Network},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4577--4632},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/zhou21b.html},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/colt/Zhou0J21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ZhouGS21,
  author       = {Dongruo Zhou and
                  Quanquan Gu and
                  Csaba Szepesv{\'{a}}ri},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Nearly Minimax Optimal Reinforcement Learning for Linear Mixture Markov
                  Decision Processes},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4532--4576},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/zhou21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ZhouGS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ZouWBGK21,
  author       = {Difan Zou and
                  Jingfeng Wu and
                  Vladimir Braverman and
                  Quanquan Gu and
                  Sham M. Kakade},
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Benign Overfitting of Constant-Stepsize {SGD} for Linear Regression},
  booktitle    = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  pages        = {4633--4635},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v134/zou21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/ZouWBGK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/colt/2021,
  editor       = {Mikhail Belkin and
                  Samory Kpotufe},
  title        = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
                  Colorado, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {134},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {https://proceedings.mlr.press/v134/},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/2021.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}