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ORCIDBibTeX records: Xinyang Yi
@inproceedings{DBLP:conf/kdd/TangDCSGWYHC23,
author = {Jiaxi Tang and
Yoel Drori and
Daryl Chang and
Maheswaran Sathiamoorthy and
Justin Gilmer and
Li Wei and
Xinyang Yi and
Lichan Hong and
Ed H. Chi},
title = {Improving Training Stability for Multitask Ranking Models in Recommender
Systems},
booktitle = {{KDD}},
pages = {4882--4893},
publisher = {{ACM}},
year = {2023}
}
@inproceedings{DBLP:conf/kdd/0011WCYYHCC23,
author = {Yin Zhang and
Ruoxi Wang and
Derek Zhiyuan Cheng and
Tiansheng Yao and
Xinyang Yi and
Lichan Hong and
James Caverlee and
Ed H. Chi},
title = {Empowering Long-tail Item Recommendation through Cross Decoupling
Network {(CDN)}},
booktitle = {{KDD}},
pages = {5608--5617},
publisher = {{ACM}},
year = {2023}
}
@inproceedings{DBLP:conf/recsys/YiWHCWHHCC23,
author = {Xinyang Yi and
Shao{-}Chuan Wang and
Ruining He and
Hariharan Chandrasekaran and
Charles Wu and
Lukasz Heldt and
Lichan Hong and
Minmin Chen and
Ed H. Chi},
title = {Online Matching: {A} Real-time Bandit System for Large-scale Recommendations},
booktitle = {RecSys},
pages = {403--414},
publisher = {{ACM}},
year = {2023}
}
@article{DBLP:journals/corr/abs-2302-09178,
author = {Jiaxi Tang and
Yoel Drori and
Daryl Chang and
Maheswaran Sathiamoorthy and
Justin Gilmer and
Li Wei and
Xinyang Yi and
Lichan Hong and
Ed H. Chi},
title = {Improving Training Stability for Multitask Ranking Models in Recommender
Systems},
journal = {CoRR},
volume = {abs/2302.09178},
year = {2023}
}
@article{DBLP:journals/corr/abs-2306-08121,
author = {Anima Singh and
Trung Vu and
Raghunandan H. Keshavan and
Nikhil Mehta and
Xinyang Yi and
Lichan Hong and
Lukasz Heldt and
Li Wei and
Ed H. Chi and
Maheswaran Sathiamoorthy},
title = {Better Generalization with Semantic IDs: {A} case study in Ranking
for Recommendations},
journal = {CoRR},
volume = {abs/2306.08121},
year = {2023}
}
@article{DBLP:journals/corr/abs-2307-15893,
author = {Xinyang Yi and
Shao{-}Chuan Wang and
Ruining He and
Hariharan Chandrasekaran and
Charles Wu and
Lukasz Heldt and
Lichan Hong and
Minmin Chen and
Ed H. Chi},
title = {Online Matching: {A} Real-time Bandit System for Large-scale Recommendations},
journal = {CoRR},
volume = {abs/2307.15893},
year = {2023}
}
@article{DBLP:journals/corr/abs-2308-01563,
author = {Nikhil Mehta and
Anima Singh and
Xinyang Yi and
Sagar Jain and
Lichan Hong and
Ed H. Chi},
title = {Density Weighting for Multi-Interest Personalized Recommendation},
journal = {CoRR},
volume = {abs/2308.01563},
year = {2023}
}
@inproceedings{DBLP:conf/nips/Hu0YYHSC22,
author = {Ziniu Hu and
Zhe Zhao and
Xinyang Yi and
Tiansheng Yao and
Lichan Hong and
Yizhou Sun and
Ed H. Chi},
title = {Improving Multi-Task Generalization via Regularizing Spurious Correlation},
booktitle = {NeurIPS},
year = {2022}
}
@inproceedings{DBLP:conf/www/WenYYTHC22,
author = {Hongyi Wen and
Xinyang Yi and
Tiansheng Yao and
Jiaxi Tang and
Lichan Hong and
Ed H. Chi},
title = {Distributionally-robust Recommendations for Improving Worst-case User
Experience},
booktitle = {{WWW}},
pages = {3606--3610},
publisher = {{ACM}},
year = {2022}
}
@article{DBLP:journals/corr/abs-2205-09797,
author = {Ziniu Hu and
Zhe Zhao and
Xinyang Yi and
Tiansheng Yao and
Lichan Hong and
Yizhou Sun and
Ed H. Chi},
title = {Improving Multi-Task Generalization via Regularizing Spurious Correlation},
journal = {CoRR},
volume = {abs/2205.09797},
year = {2022}
}
@article{DBLP:journals/corr/abs-2209-15166,
author = {Konstantina Christakopoulou and
Can Xu and
Sai Zhang and
Sriraj Badam and
Trevor Potter and
Daniel Li and
Hao Wan and
Xinyang Yi and
Ya Le and
Chris Berg and
Eric Bencomo Dixon and
Ed H. Chi and
Minmin Chen},
title = {Reward Shaping for User Satisfaction in a {REINFORCE} Recommender},
journal = {CoRR},
volume = {abs/2209.15166},
year = {2022}
}
@article{DBLP:journals/corr/abs-2210-14309,
author = {Yin Zhang and
Ruoxi Wang and
Derek Zhiyuan Cheng and
Tiansheng Yao and
Xinyang Yi and
Lichan Hong and
James Caverlee and
Ed H. Chi},
title = {Empowering Long-tail Item Recommendation through Cross Decoupling
Network {(CDN)}},
journal = {CoRR},
volume = {abs/2210.14309},
year = {2022}
}
@inproceedings{DBLP:conf/aistats/0001YTZHCM21,
author = {Jiaqi Ma and
Xinyang Yi and
Weijing Tang and
Zhe Zhao and
Lichan Hong and
Ed H. Chi and
Qiaozhu Mei},
title = {Learning-to-Rank with Partitioned Preference: Fast Estimation for
the Plackett-Luce Model},
booktitle = {{AISTATS}},
series = {Proceedings of Machine Learning Research},
volume = {130},
pages = {928--936},
publisher = {{PMLR}},
year = {2021}
}
@inproceedings{DBLP:conf/cikm/YaoYCYCMHCTKE21,
author = {Tiansheng Yao and
Xinyang Yi and
Derek Zhiyuan Cheng and
Felix X. Yu and
Ting Chen and
Aditya Krishna Menon and
Lichan Hong and
Ed H. Chi and
Steve Tjoa and
Jieqi (Jay) Kang and
Evan Ettinger},
title = {Self-supervised Learning for Large-scale Item Recommendations},
booktitle = {{CIKM}},
pages = {4321--4330},
publisher = {{ACM}},
year = {2021}
}
@inproceedings{DBLP:conf/kdd/KangCYYCHC21,
author = {Wang{-}Cheng Kang and
Derek Zhiyuan Cheng and
Tiansheng Yao and
Xinyang Yi and
Ting Chen and
Lichan Hong and
Ed H. Chi},
title = {Learning to Embed Categorical Features without Embedding Tables for
Recommendation},
booktitle = {{KDD}},
pages = {840--850},
publisher = {{ACM}},
year = {2021}
}
@inproceedings{DBLP:conf/www/ZhangCYYHC21,
author = {Yin Zhang and
Derek Zhiyuan Cheng and
Tiansheng Yao and
Xinyang Yi and
Lichan Hong and
Ed H. Chi},
title = {A Model of Two Tales: Dual Transfer Learning Framework for Improved
Long-tail Item Recommendation},
booktitle = {{WWW}},
pages = {2220--2231},
publisher = {{ACM} / {IW3C2}},
year = {2021}
}
@inproceedings{DBLP:conf/www/YangYCHLWXC20,
author = {Ji Yang and
Xinyang Yi and
Derek Zhiyuan Cheng and
Lichan Hong and
Yang Li and
Simon Xiaoming Wang and
Taibai Xu and
Ed H. Chi},
title = {Mixed Negative Sampling for Learning Two-tower Neural Networks in
Recommendations},
booktitle = {{WWW} (Companion Volume)},
pages = {441--447},
publisher = {{ACM} / {IW3C2}},
year = {2020}
}
@inproceedings{DBLP:conf/www/MaZYYCTHC20,
author = {Jiaqi Ma and
Zhe Zhao and
Xinyang Yi and
Ji Yang and
Minmin Chen and
Jiaxi Tang and
Lichan Hong and
Ed H. Chi},
title = {Off-policy Learning in Two-stage Recommender Systems},
booktitle = {{WWW}},
pages = {463--473},
publisher = {{ACM} / {IW3C2}},
year = {2020}
}
@inproceedings{DBLP:conf/www/KangCCYLHC20,
author = {Wang{-}Cheng Kang and
Derek Zhiyuan Cheng and
Ting Chen and
Xinyang Yi and
Dong Lin and
Lichan Hong and
Ed H. Chi},
title = {Learning Multi-granular Quantized Embeddings for Large-Vocab Categorical
Features in Recommender Systems},
booktitle = {{WWW} (Companion Volume)},
pages = {562--566},
publisher = {{ACM} / {IW3C2}},
year = {2020}
}
@inproceedings{DBLP:conf/www/JiangWRCYCGJC020,
author = {Jyun{-}Yu Jiang and
Tao Wu and
Georgios Roumpos and
Heng{-}Tze Cheng and
Xinyang Yi and
Ed H. Chi and
Harish Ganapathy and
Nitin Jindal and
Pei Cao and
Wei Wang},
title = {End-to-End Deep Attentive Personalized Item Retrieval for Online Content-sharing
Platforms},
booktitle = {{WWW}},
pages = {2870--2877},
publisher = {{ACM} / {IW3C2}},
year = {2020}
}
@article{DBLP:journals/corr/abs-2002-08530,
author = {Wang{-}Cheng Kang and
Derek Zhiyuan Cheng and
Ting Chen and
Xinyang Yi and
Dong Lin and
Lichan Hong and
Ed H. Chi},
title = {Learning Multi-granular Quantized Embeddings for Large-Vocab Categorical
Features in Recommender Systems},
journal = {CoRR},
volume = {abs/2002.08530},
year = {2020}
}
@article{DBLP:journals/corr/abs-2006-05067,
author = {Jiaqi Ma and
Xinyang Yi and
Weijing Tang and
Zhe Zhao and
Lichan Hong and
Ed H. Chi and
Qiaozhu Mei},
title = {Learning-to-Rank with Partitioned Preference: Fast Estimation for
the Plackett-Luce Model},
journal = {CoRR},
volume = {abs/2006.05067},
year = {2020}
}
@article{DBLP:journals/corr/abs-2007-12865,
author = {Tiansheng Yao and
Xinyang Yi and
Derek Zhiyuan Cheng and
Felix X. Yu and
Aditya Krishna Menon and
Lichan Hong and
Ed H. Chi and
Steve Tjoa and
Jieqi Kang and
Evan Ettinger},
title = {Self-supervised Learning for Deep Models in Recommendations},
journal = {CoRR},
volume = {abs/2007.12865},
year = {2020}
}
@article{DBLP:journals/corr/abs-2010-10784,
author = {Wang{-}Cheng Kang and
Derek Zhiyuan Cheng and
Tiansheng Yao and
Xinyang Yi and
Ting Chen and
Lichan Hong and
Ed H. Chi},
title = {Deep Hash Embedding for Large-Vocab Categorical Feature Representations},
journal = {CoRR},
volume = {abs/2010.10784},
year = {2020}
}
@article{DBLP:journals/corr/abs-2010-15982,
author = {Yin Zhang and
Derek Zhiyuan Cheng and
Tiansheng Yao and
Xinyang Yi and
Lichan Hong and
Ed H. Chi},
title = {A Model of Two Tales: Dual Transfer Learning Framework for Improved
Long-tail Item Recommendation},
journal = {CoRR},
volume = {abs/2010.15982},
year = {2020}
}
@inproceedings{DBLP:conf/iclr/KricheneMRZYHCA19,
author = {Walid Krichene and
Nicolas Mayoraz and
Steffen Rendle and
Li Zhang and
Xinyang Yi and
Lichan Hong and
Ed H. Chi and
John R. Anderson},
title = {Efficient Training on Very Large Corpora via Gramian Estimation},
booktitle = {{ICLR} (Poster)},
publisher = {OpenReview.net},
year = {2019}
}
@inproceedings{DBLP:conf/recsys/ZhaoHWCNAKSYC19,
author = {Zhe Zhao and
Lichan Hong and
Li Wei and
Jilin Chen and
Aniruddh Nath and
Shawn Andrews and
Aditee Kumthekar and
Maheswaran Sathiamoorthy and
Xinyang Yi and
Ed H. Chi},
title = {Recommending what video to watch next: a multitask ranking system},
booktitle = {RecSys},
pages = {43--51},
publisher = {{ACM}},
year = {2019}
}
@inproceedings{DBLP:conf/recsys/YiYHCHKZWC19,
author = {Xinyang Yi and
Ji Yang and
Lichan Hong and
Derek Zhiyuan Cheng and
Lukasz Heldt and
Aditee Kumthekar and
Zhe Zhao and
Li Wei and
Ed H. Chi},
title = {Sampling-bias-corrected neural modeling for large corpus item recommendations},
booktitle = {RecSys},
pages = {269--277},
publisher = {{ACM}},
year = {2019}
}
@article{DBLP:journals/corr/abs-1907-06257,
author = {Xinyang Yi and
Zhaoran Wang and
Zhuoran Yang and
Constantine Caramanis and
Han Liu},
title = {More Supervision, Less Computation: Statistical-Computational Tradeoffs
in Weakly Supervised Learning},
journal = {CoRR},
volume = {abs/1907.06257},
year = {2019}
}
@article{DBLP:journals/tit/ChenYC18,
author = {Yudong Chen and
Xinyang Yi and
Constantine Caramanis},
title = {Convex and Nonconvex Formulations for Mixed Regression With Two Components:
Minimax Optimal Rates},
journal = {{IEEE} Trans. Inf. Theory},
volume = {64},
number = {3},
pages = {1738--1766},
year = {2018}
}
@inproceedings{DBLP:conf/kdd/MaZYCHC18,
author = {Jiaqi Ma and
Zhe Zhao and
Xinyang Yi and
Jilin Chen and
Lichan Hong and
Ed H. Chi},
title = {Modeling Task Relationships in Multi-task Learning with Multi-gate
Mixture-of-Experts},
booktitle = {{KDD}},
pages = {1930--1939},
publisher = {{ACM}},
year = {2018}
}
@article{DBLP:journals/corr/abs-1807-07187,
author = {Walid Krichene and
Nicolas Mayoraz and
Steffen Rendle and
Li Zhang and
Xinyang Yi and
Lichan Hong and
Ed H. Chi and
John R. Anderson},
title = {Efficient Training on Very Large Corpora via Gramian Estimation},
journal = {CoRR},
volume = {abs/1807.07187},
year = {2018}
}
@inproceedings{DBLP:conf/aistats/LiYCR17,
author = {Tianyang Li and
Xinyang Yi and
Constantine Caramanis and
Pradeep Ravikumar},
title = {Minimax Gaussian Classification {\&} Clustering},
booktitle = {{AISTATS}},
series = {Proceedings of Machine Learning Research},
volume = {54},
pages = {1--9},
publisher = {{PMLR}},
year = {2017}
}
@inproceedings{DBLP:conf/nips/YiPCC16,
author = {Xinyang Yi and
Dohyung Park and
Yudong Chen and
Constantine Caramanis},
title = {Fast Algorithms for Robust {PCA} via Gradient Descent},
booktitle = {{NIPS}},
pages = {4152--4160},
year = {2016}
}
@inproceedings{DBLP:conf/nips/YiWYCL16,
author = {Xinyang Yi and
Zhaoran Wang and
Zhuoran Yang and
Constantine Caramanis and
Han Liu},
title = {More Supervision, Less Computation: Statistical-Computational Tradeoffs
in Weakly Supervised Learning},
booktitle = {{NIPS}},
pages = {4475--4483},
year = {2016}
}
@article{DBLP:journals/corr/YiPCC16,
author = {Xinyang Yi and
Dohyung Park and
Yudong Chen and
Constantine Caramanis},
title = {Fast Algorithms for Robust {PCA} via Gradient Descent},
journal = {CoRR},
volume = {abs/1605.07784},
year = {2016}
}
@article{DBLP:journals/corr/YiCS16,
author = {Xinyang Yi and
Constantine Caramanis and
Sujay Sanghavi},
title = {Solving a Mixture of Many Random Linear Equations by Tensor Decomposition
and Alternating Minimization},
journal = {CoRR},
volume = {abs/1608.05749},
year = {2016}
}
@inproceedings{DBLP:conf/dac/WangLYSOC15,
author = {Ye Wang and
Meng Li and
Xinyang Yi and
Zhao Song and
Michael Orshansky and
Constantine Caramanis},
title = {Novel power grid reduction method based on {L1} regularization},
booktitle = {{DAC}},
pages = {93:1--93:6},
publisher = {{ACM}},
year = {2015}
}
@inproceedings{DBLP:conf/icml/YiCP15,
author = {Xinyang Yi and
Constantine Caramanis and
Eric Price},
title = {Binary Embedding: Fundamental Limits and Fast Algorithm},
booktitle = {{ICML}},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {37},
pages = {2162--2170},
publisher = {JMLR.org},
year = {2015}
}
@inproceedings{DBLP:conf/nips/YiWCL15,
author = {Xinyang Yi and
Zhaoran Wang and
Constantine Caramanis and
Han Liu},
title = {Optimal Linear Estimation under Unknown Nonlinear Transform},
booktitle = {{NIPS}},
pages = {1549--1557},
year = {2015}
}
@inproceedings{DBLP:conf/nips/YiC15,
author = {Xinyang Yi and
Constantine Caramanis},
title = {Regularized {EM} Algorithms: {A} Unified Framework and Statistical
Guarantees},
booktitle = {{NIPS}},
pages = {1567--1575},
year = {2015}
}
@article{DBLP:journals/corr/YiCP15,
author = {Xinyang Yi and
Constantine Caramanis and
Eric Price},
title = {Binary Embedding: Fundamental Limits and Fast Algorithm},
journal = {CoRR},
volume = {abs/1502.05746},
year = {2015}
}
@article{DBLP:journals/corr/YiWCL15,
author = {Xinyang Yi and
Zhaoran Wang and
Constantine Caramanis and
Han Liu},
title = {Optimal linear estimation under unknown nonlinear transform},
journal = {CoRR},
volume = {abs/1505.03257},
year = {2015}
}
@article{DBLP:journals/corr/YiC15a,
author = {Xinyang Yi and
Constantine Caramanis},
title = {Regularized {EM} Algorithms: {A} Unified Framework and Provable Statistical
Guarantees},
journal = {CoRR},
volume = {abs/1511.08551},
year = {2015}
}
@inproceedings{DBLP:conf/colt/ChenYC14,
author = {Yudong Chen and
Xinyang Yi and
Constantine Caramanis},
title = {A Convex Formulation for Mixed Regression with Two Components: Minimax
Optimal Rates},
booktitle = {{COLT}},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {35},
pages = {560--604},
publisher = {JMLR.org},
year = {2014}
}
@inproceedings{DBLP:conf/icml/YiCS14,
author = {Xinyang Yi and
Constantine Caramanis and
Sujay Sanghavi},
title = {Alternating Minimization for Mixed Linear Regression},
booktitle = {{ICML}},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {32},
pages = {613--621},
publisher = {JMLR.org},
year = {2014}
}
@article{DBLP:journals/corr/ChenYC13,
author = {Yudong Chen and
Xinyang Yi and
Constantine Caramanis},
title = {A Convex Formulation for Mixed Regression: Near Optimal Rates in the
Face of Noise},
journal = {CoRR},
volume = {abs/1312.7006},
year = {2013}
}
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