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@inproceedings{DBLP:conf/deem/AkhtarBCGGJKLMM24,
author = {Mubashara Akhtar and
Omar Benjelloun and
Costanza Conforti and
Pieter Gijsbers and
Joan Giner{-}Miguelez and
Nitisha Jain and
Michael Kuchnik and
Quentin Lhoest and
Pierre Marcenac and
Manil Maskey and
Peter Mattson and
Luis Oala and
Pierre Ruyssen and
Rajat Shinde and
Elena Simperl and
Goeffry Thomas and
Slava Tykhonov and
Joaquin Vanschoren and
Jos van der Velde and
Steffen Vogler and
Carole{-}Jean Wu},
title = {Croissant: {A} Metadata Format for ML-Ready Datasets},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {1--6},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663326},
doi = {10.1145/3650203.3663326},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/AkhtarBCGGJKLMM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/BayerPT24,
author = {Robert Bayer and
Julian Priest and
Pinar T{\"{o}}z{\"{u}}n},
title = {Reaching the Edge of the Edge: Image Analysis in Space},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {29--38},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663330},
doi = {10.1145/3650203.3663330},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/BayerPT24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/DaiPGEK24,
author = {Timothy Dai and
Austin Peters and
Jonah B. Gelbach and
David Freeman Engstrom and
Daniel Kang},
title = {tailwiz: Empowering Domain Experts with Easy-to-Use, Task-Specific
Natural Language Processing Models},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {12--22},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663328},
doi = {10.1145/3650203.3663328},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/DaiPGEK24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/GrafbergerGS24,
author = {Stefan Grafberger and
Paul Groth and
Sebastian Schelter},
title = {Towards Interactively Improving {ML} Data Preparation Code via "Shadow
Pipelines"},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {7--11},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663327},
doi = {10.1145/3650203.3663327},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/GrafbergerGS24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/JinMMFZDK24,
author = {Tengjun Jin and
Akash Mittal and
Chenghao Mo and
Jiahao Fang and
Chengsong Zhang and
Timothy Dai and
Daniel Kang},
title = {{AIDB:} a Sparsely Materialized Database for Queries using Machine
Learning},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {23--28},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663329},
doi = {10.1145/3650203.3663329},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/JinMMFZDK24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/JindalBSMSGC24,
author = {Abhilash Jindal and
Kaustubh Beedkar and
Vishal Singh and
J. Nausheen Mohammed and
Tushar Singla and
Aman Gupta and
Keerti Choudhary},
title = {Reactive Dataflow for Inflight Error Handling in {ML} Workflows},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {51--61},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663333},
doi = {10.1145/3650203.3663333},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/JindalBSMSGC24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/KanellisFV24,
author = {Konstantinos Kanellis and
Johannes Freischuetz and
Shivaram Venkataraman},
title = {Nautilus: {A} Benchmarking Platform for {DBMS} Knob Tuning},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {72--76},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663336},
doi = {10.1145/3650203.3663336},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/KanellisFV24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/LiD24,
author = {Xue Li and
Till D{\"{o}}hmen},
title = {Towards Efficient Data Wrangling with LLMs using Code Generation},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {62--66},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663334},
doi = {10.1145/3650203.3663334},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/LiD24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/PinaCK0M24,
author = {D{\'{e}}bora B. Pina and
Adriane Chapman and
Liliane N. O. Kunstmann and
Daniel de Oliveira and
Marta Mattoso},
title = {DLProv: {A} Data-Centric Support for Deep Learning Workflow Analyses},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {77--85},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663337},
doi = {10.1145/3650203.3663337},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/PinaCK0M24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/TagliabueG24,
author = {Jacopo Tagliabue and
Ciro Greco},
title = {Reproducible data science over data lakes: replayable data pipelines
with Bauplan and Nessie},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {67--71},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663335},
doi = {10.1145/3650203.3663335},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/TagliabueG24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/WoisetschlagerE24,
author = {Herbert Woisetschl{\"{a}}ger and
Alexander Erben and
Shiqiang Wang and
Ruben Mayer and
Hans{-}Arno Jacobsen},
title = {Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad,
the Ugly},
booktitle = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
pages = {39--50},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203.3663331},
doi = {10.1145/3650203.3663331},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/WoisetschlagerE24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/deem/2024,
title = {Proceedings of the Eighth Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2024, Santiago, AA, Chile, 9 June 2024},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3650203},
doi = {10.1145/3650203},
timestamp = {Fri, 31 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/2024.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/ChockchowwatLP23,
author = {Supawit Chockchowwat and
Zhaoheng Li and
Yongjoo Park},
title = {Transactional Python for Durable Machine Learning: Vision, Challenges,
and Feasibility},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {5:1--5:5},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595855},
doi = {10.1145/3595360.3595855},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/ChockchowwatLP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/GrigorovGRBM23,
author = {Yordan Grigorov and
Haralampos Gavriilidis and
Sergey Redyuk and
Kaustubh Beedkar and
Volker Markl},
title = {{P2D:} {A} Transpiler Framework for Optimizing Data Science Pipelines},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {3:1--3:4},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595853},
doi = {10.1145/3595360.3595853},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/GrigorovGRBM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/HilprechtHR0B23,
author = {Benjamin Hilprecht and
Christian Hammacher and
Eduardo Souza dos Reis and
Mohamed Abdelaal and
Carsten Binnig},
title = {DiffML: End-to-end Differentiable {ML} Pipelines},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {7:1--7:7},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595857},
doi = {10.1145/3595360.3595857},
timestamp = {Sun, 17 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/HilprechtHR0B23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/KakkarCCXVDPBS023,
author = {Gaurav Tarlok Kakkar and
Jiashen Cao and
Pramod Chunduri and
Zhuangdi Xu and
Suryatej Reddy Vyalla and
Prashanth Dintyala and
Anirudh Prabakaran and
Jaeho Bang and
Aubhro Sengupta and
Kaushik Ravichandran and
Ishwarya Sivakumar and
Aryan Rajoria and
Ashmita Raju and
Tushar Aggarwal and
Abdullah Shah and
Sanjana Garg and
Shashank Suman and
Myna Prasanna Kalluraya and
Subrata Mitra and
Ali Payani and
Yao Lu and
Umakishore Ramachandran and
Joy Arulraj},
title = {{EVA:} An End-to-End Exploratory Video Analytics System},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {8:1--8:5},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595858},
doi = {10.1145/3595360.3595858},
timestamp = {Mon, 14 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/KakkarCCXVDPBS023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/RobroekDYT23,
author = {Ties Robroek and
Aaron Duane and
Ehsan Yousefzadeh{-}Asl{-}Miandoab and
Pinar T{\"{o}}z{\"{u}}n},
title = {Data Management and Visualization for Benchmarking Deep Learning Training
Systems},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {1:1--1:5},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595851},
doi = {10.1145/3595360.3595851},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/RobroekDYT23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/RuckS23,
author = {Clemens Ruck and
Maximilian Emanuel Sch{\"{u}}le},
title = {Teaching Blue Elephants the Maths for Machine Learning},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {2:1--2:4},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595852},
doi = {10.1145/3595360.3595852},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/RuckS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/SchlegelS23,
author = {Marius Schlegel and
Kai{-}Uwe Sattler},
title = {MLflow2PROV: Extracting Provenance from Machine Learning Experiments},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {9:1--9:4},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595859},
doi = {10.1145/3595360.3595859},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/SchlegelS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/ZhangLSOBF23,
author = {Haoxiang Zhang and
Roque Lopez and
A{\'{e}}cio S. R. Santos and
Jorge Piazentin Ono and
Aline Bessa and
Juliana Freire},
title = {Using Pipeline Performance Prediction to Accelerate AutoML Systems},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {6:1--6:11},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595856},
doi = {10.1145/3595360.3595856},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/ZhangLSOBF23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/ZhenCT23,
author = {Cheng Zhen and
Amandeep Singh Chabada and
Arash Termehchy},
title = {When Can We Ignore Missing Data in Model Training?},
booktitle = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
pages = {4:1--4:4},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360.3595854},
doi = {10.1145/3595360.3595854},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/ZhenCT23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/deem/2023,
title = {Proceedings of the Seventh Workshop on Data Management for End-to-End
Machine Learning, {DEEM} 2023, Seattle, WA, USA, 18 June 2023},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3595360},
doi = {10.1145/3595360},
timestamp = {Mon, 19 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/2023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/EyubogluKR0022,
author = {Sabri Eyuboglu and
Bojan Karlas and
Christopher R{\'{e}} and
Ce Zhang and
James Zou},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {dcbench: a benchmark for data-centric {AI} systems},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {9:1--9:4},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533310},
doi = {10.1145/3533028.3533310},
timestamp = {Wed, 25 May 2022 09:33:50 +0200},
biburl = {https://dblp.org/rec/conf/deem/EyubogluKR0022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/FlokasWWV022,
author = {Lampros Flokas and
Weiyuan Wu and
Jiannan Wang and
Nakul Verma and
Eugene Wu},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {How {I} stopped worrying about training data bugs and started complaining},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {1:1--1:5},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533305},
doi = {10.1145/3533028.3533305},
timestamp = {Fri, 24 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/deem/FlokasWWV022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/GrafbergerGS22,
author = {Stefan Grafberger and
Paul Groth and
Sebastian Schelter},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {Towards data-centric what-if analysis for native machine learning
pipelines},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {3:1--3:5},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533303},
doi = {10.1145/3533028.3533303},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/GrafbergerGS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/HorchidanKKC22,
author = {Sonia Horchidan and
Emmanouil Kritharakis and
Vasiliki Kalavri and
Paris Carbone},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {Evaluating model serving strategies over streaming data},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {4:1--4:5},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533308},
doi = {10.1145/3533028.3533308},
timestamp = {Wed, 25 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/HorchidanKKC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/KundeCPS22,
author = {Shruti Kunde and
Sharod Roy Choudhury and
Amey Pandit and
Rekha Singhal},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {Learning-to-learn efficiently with self-learning},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {8:1--8:11},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533307},
doi = {10.1145/3533028.3533307},
timestamp = {Wed, 25 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/KundeCPS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/LiuWLLJZ22,
author = {Rui Liu and
David Wong and
Dave Lange and
Patrik Larsson and
Vinay Jethava and
Qing Zheng},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {Accelerating container-based deep learning hyperparameter optimization
workloads},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {6:1--6:10},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533309},
doi = {10.1145/3533028.3533309},
timestamp = {Wed, 01 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/LiuWLLJZ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/RestatBCS22,
author = {Valerie Restat and
Gerrit Boerner and
Andr{\'{e}} Conrad and
Uta St{\"{o}}rl},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {GouDa - generation of universal data sets: improving analysis and
evaluation of data preparation pipelines},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {2:1--2:6},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533311},
doi = {10.1145/3533028.3533311},
timestamp = {Wed, 25 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/RestatBCS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/SchuleSK022,
author = {Maximilian E. Sch{\"{u}}le and
Maximilian Springer and
Alfons Kemper and
Thomas Neumann},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {{LLVM} code optimisation for automatic differentiation: when forward
and reverse mode lead in the same direction},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {5:1--5:4},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533302},
doi = {10.1145/3533028.3533302},
timestamp = {Wed, 25 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/SchuleSK022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/deem/Wang022,
author = {Jin Wang and
Yuliang Li},
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {Minun: evaluating counterfactual explanations for entity matching},
booktitle = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
pages = {7:1--7:11},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028.3533304},
doi = {10.1145/3533028.3533304},
timestamp = {Wed, 20 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/Wang022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/deem/2022,
editor = {Matthias Boehm and
Paroma Varma and
Doris Xin},
title = {{DEEM} '22: Proceedings of the Sixth Workshop on Data Management for
End-To-End Machine Learning Philadelphia, PA, USA, 12 June 2022},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3533028},
doi = {10.1145/3533028},
isbn = {978-1-4503-9375-1},
timestamp = {Wed, 25 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/deem/2022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/0001021,
author = {Wentao Wu and
Ce Zhang},
editor = {Matthias Boehm and
Julia Stoyanovich and
Steven Whang},
title = {Towards understanding end-to-end learning in the context of data:
machine learning dancing over semirings {\&} Codd's table},
booktitle = {Proceedings of the Fifth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2021 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021},
pages = {1:1--1:4},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3462462.3468878},
doi = {10.1145/3462462.3468878},
timestamp = {Fri, 15 Sep 2023 15:12:25 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/0001021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/0002KEF21,
author = {Rui Liu and
Sanjay Krishnan and
Aaron J. Elmore and
Michael J. Franklin},
editor = {Matthias Boehm and
Julia Stoyanovich and
Steven Whang},
title = {Understanding and optimizing packed neural network training for hyper-parameter
tuning},
booktitle = {Proceedings of the Fifth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2021 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021},
pages = {3:1--3:11},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3462462.3468880},
doi = {10.1145/3462462.3468880},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/0002KEF21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/MakryniotiLV21,
author = {Nantia Makrynioti and
Ruy Ley{-}Wild and
Vasilis Vassalos},
editor = {Matthias Boehm and
Julia Stoyanovich and
Steven Whang},
title = {Machine learning in {SQL} by translation to TensorFlow},
booktitle = {Proceedings of the Fifth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2021 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021},
pages = {2:1--2:11},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3462462.3468879},
doi = {10.1145/3462462.3468879},
timestamp = {Tue, 27 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/MakryniotiLV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/OzcanLQE21,
author = {Fatma {\"{O}}zcan and
Chuan Lei and
Abdul Quamar and
Vasilis Efthymiou},
editor = {Matthias Boehm and
Julia Stoyanovich and
Steven Whang},
title = {Semantic enrichment of data for {AI} applications},
booktitle = {Proceedings of the Fifth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2021 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021},
pages = {4:1--4:7},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3462462.3468881},
doi = {10.1145/3462462.3468881},
timestamp = {Tue, 27 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/OzcanLQE21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/WieseH21,
author = {Lena Wiese and
Deborah H{\"{o}}ltje},
editor = {Matthias Boehm and
Julia Stoyanovich and
Steven Whang},
title = {NNCompare: a framework for dataset selection, data augmentation and
comparison of different neural networks for medical image analysis},
booktitle = {Proceedings of the Fifth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2021 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021},
pages = {6:1--6:7},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3462462.3468884},
doi = {10.1145/3462462.3468884},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/WieseH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/ZhangSCA21,
author = {Hantian Zhang and
Nima Shahbazi and
Xu Chu and
Abolfazl Asudeh},
editor = {Matthias Boehm and
Julia Stoyanovich and
Steven Whang},
title = {FairRover: explorative model building for fair and responsible machine
learning},
booktitle = {Proceedings of the Fifth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2021 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021},
pages = {5:1--5:10},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3462462.3468882},
doi = {10.1145/3462462.3468882},
timestamp = {Tue, 27 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/ZhangSCA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/sigmod/2021deem,
editor = {Matthias Boehm and
Julia Stoyanovich and
Steven Whang},
title = {Proceedings of the Fifth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2021 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3462462},
doi = {10.1145/3462462},
isbn = {978-1-4503-8486-5},
timestamp = {Fri, 15 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/2021deem.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BertossiLSSV20,
author = {Leopoldo E. Bertossi and
Jordan Li and
Maximilian Schleich and
Dan Suciu and
Zografoula Vagena},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {Causality-based Explanation of Classification Outcomes},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {6:1--6:10},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399865},
doi = {10.1145/3399579.3399865},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/BertossiLSSV20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BoeWDMDMW20,
author = {Benjamin De Boe and
Tom Woodfin and
Thomas Dyar and
Dave McCaldon and
Aleks Djakovic and
Alex MacLeod and
Don Woodlock},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {IntegratedML: Every {SQL} Developer is a Data Scientist},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {7:1--7:4},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399866},
doi = {10.1145/3399579.3399866},
timestamp = {Mon, 22 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/BoeWDMDMW20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/Bohlke-Schneider20,
author = {Michael Bohlke{-}Schneider and
Shubham Kapoor and
Tim Januschowski},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {Resilient Neural Forecasting Systems},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {4:1--4:5},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399869},
doi = {10.1145/3399579.3399869},
timestamp = {Mon, 22 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/Bohlke-Schneider20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/ChenCDD0HKMMNOP20,
author = {Andrew Chen and
Andy Chow and
Aaron Davidson and
Arjun DCunha and
Ali Ghodsi and
Sue Ann Hong and
Andy Konwinski and
Clemens Mewald and
Siddharth Murching and
Tomas Nykodym and
Paul Ogilvie and
Mani Parkhe and
Avesh Singh and
Fen Xie and
Matei Zaharia and
Richard Zang and
Juntai Zheng and
Corey Zumar},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {Developments in MLflow: {A} System to Accelerate the Machine Learning
Lifecycle},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {5:1--5:4},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399867},
doi = {10.1145/3399579.3399867},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/ChenCDD0HKMMNOP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/CurinoGKKLLOPST20,
author = {Carlo Curino and
Neha Godwal and
Brian Kroth and
Sergiy Kuryata and
Greg Lapinski and
Siqi Liu and
Slava Oks and
Olga Poppe and
Adam Smiechowski and
Ed Thayer and
Markus Weimer and
Yiwen Zhu},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {{MLOS:} An Infrastructure for Automated Software Performance Engineering},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {3:1--3:5},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399927},
doi = {10.1145/3399579.3399927},
timestamp = {Mon, 22 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/CurinoGKKLLOPST20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/DasIBRGKDRPSWZS20,
author = {Piali Das and
Nikita Ivkin and
Tanya Bansal and
Laurence Rouesnel and
Philip Gautier and
Zohar S. Karnin and
Leo Dirac and
Lakshmi Ramakrishnan and
Andre Perunicic and
Iaroslav Shcherbatyi and
Wilton Wu and
Aida Zolic and
Huibin Shen and
Amr Ahmed and
Fela Winkelmolen and
Miroslav Miladinovic and
C{\'{e}}dric Archambeau and
Alex Tang and
Bhaskar Dutt and
Patricia Grao and
Kumar Venkateswar},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {Amazon SageMaker Autopilot: a white box AutoML solution at scale},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {2:1--2:7},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399870},
doi = {10.1145/3399579.3399870},
timestamp = {Tue, 17 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/DasIBRGKDRPSWZS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/DrevesHPPRG20,
author = {Mike Dreves and
Gene Huang and
Zhuo Peng and
Neoklis Polyzotis and
Evan Rosen and
Paul Suganthan G. C.},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {From Data to Models and Back},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {1:1--1:4},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399868},
doi = {10.1145/3399579.3399868},
timestamp = {Fri, 04 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/DrevesHPPRG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/SinghalCKMN20,
author = {Rekha Singhal and
Dheeraj Chahal and
Shruti Kunde and
Mayank Mishra and
Manoj Nambiar},
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {A Vision on Accelerating Enterprise {IT} System 2.0},
booktitle = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
pages = {8:1--8:9},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579.3399863},
doi = {10.1145/3399579.3399863},
timestamp = {Thu, 01 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/SinghalCKMN20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/sigmod/2020deem,
editor = {Sebastian Schelter and
Steven Whang and
Julia Stoyanovich},
title = {Proceedings of the Fourth Workshop on Data Management for End-To-End
Machine Learning, In conjunction with the 2020 {ACM} {SIGMOD/PODS}
Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3399579},
doi = {10.1145/3399579},
isbn = {978-1-4503-8023-2},
timestamp = {Fri, 15 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/2020deem.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BarceloH0S19,
author = {Pablo Barcel{\'{o}} and
Nelson Higuera and
Jorge P{\'{e}}rez and
Bernardo Subercaseaux},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Expressiveness of Matrix and Tensor Query Languages in terms of {ML}
Operators},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {9:1--9:5},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329498},
doi = {10.1145/3329486.3329498},
timestamp = {Wed, 05 Jun 2019 14:52:53 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/BarceloH0S19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BringerISRR19,
author = {Eran Bringer and
Abraham Israeli and
Yoav Shoham and
Alexander Ratner and
Christopher R{\'{e}}},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Osprey: Weak Supervision of Imbalanced Extraction Problems without
Code},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {4:1--4:11},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329492},
doi = {10.1145/3329486.3329492},
timestamp = {Wed, 05 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/BringerISRR19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/ChenGRSB19,
author = {Justin Chen and
Edward Gan and
Kexin Rong and
Sahaana Suri and
Peter Bailis},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {CrossTrainer: Practical Domain Adaptation with Loss Reweighting},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {2:1--2:10},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329491},
doi = {10.1145/3329486.3329491},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/ChenGRSB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/GharibiWARL19,
author = {Gharib Gharibi and
Vijay Walunj and
Rakan Alanazi and
Sirisha Rella and
Yugyung Lee},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Automated Management of Deep Learning Experiments},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {8:1--8:4},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329495},
doi = {10.1145/3329486.3329495},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/GharibiWARL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/KumarCA19,
author = {Vijay S. Kumar and
Paul Cuddihy and
Kareem S. Aggour},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {NodeGroup: {A} Knowledge-driven Data Management Abstraction for Industrial
Machine Learning},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {10:1--10:4},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329497},
doi = {10.1145/3329486.3329497},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/KumarCA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/LourencoFS19,
author = {Raoni Louren{\c{c}}o and
Juliana Freire and
Dennis E. Shasha},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Debugging Machine Learning Pipelines},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {3:1--3:10},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329489},
doi = {10.1145/3329486.3329489},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/LourencoFS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/NakandalaZK19,
author = {Supun Nakandala and
Yuhao Zhang and
Arun Kumar},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Cerebro: Efficient and Reproducible Model Selection on Deep Learning
Systems},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {6:1--6:4},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329496},
doi = {10.1145/3329486.3329496},
timestamp = {Tue, 23 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/NakandalaZK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/SchuleBKG019,
author = {Maximilian E. Sch{\"{u}}le and
Matthias Bungeroth and
Alfons Kemper and
Stephan G{\"{u}}nnemann and
Thomas Neumann},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {MLearn: {A} Declarative Machine Learning Language for Database Systems},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {7:1--7:4},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329494},
doi = {10.1145/3329486.3329494},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/SchuleBKG019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/Shah019,
author = {Vraj Shah and
Arun Kumar},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {The {ML} Data Prep Zoo: Towards Semi-Automatic Data Preparation for
{ML}},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {11:1--11:4},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329499},
doi = {10.1145/3329486.3329499},
timestamp = {Wed, 05 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/Shah019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/SuriB19,
author = {Sahaana Suri and
Peter Bailis},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {{DROP:} {A} Workload-Aware Optimizer for Dimensionality Reduction},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {1:1--1:10},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329490},
doi = {10.1145/3329486.3329490},
timestamp = {Wed, 05 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/SuriB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/TaeROKW19,
author = {Ki Hyun Tae and
Yuji Roh and
Young Hun Oh and
Hyunsu Kim and
Steven Euijong Whang},
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Data Cleaning for Accurate, Fair, and Robust Models: {A} Big Data
- {AI} Integration Approach},
booktitle = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
pages = {5:1--5:4},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486.3329493},
doi = {10.1145/3329486.3329493},
timestamp = {Wed, 05 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/TaeROKW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/sigmod/2019deem,
editor = {Sebastian Schelter and
Neoklis Polyzotis and
Stephan Seufert and
Manasi Vartak},
title = {Proceedings of the 3rd International Workshop on Data Management for
End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
June 30, 2019},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3329486},
doi = {10.1145/3329486},
isbn = {978-1-4503-6797-4},
timestamp = {Wed, 05 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/2019deem.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/AlkowaileetA0LR18,
author = {Wail Y. Alkowaileet and
Sattam Alsubaiee and
Michael J. Carey and
Chen Li and
Heri Ramampiaro and
Phanwadee Sinthong and
Xikui Wang},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {End-to-End Machine Learning with Apache AsterixDB},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {6:1--6:10},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209894},
doi = {10.1145/3209889.3209894},
timestamp = {Sat, 13 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/AlkowaileetA0LR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BalajiMJZ18,
author = {Janani Balaji and
Chris Min and
Faizan Javed and
Yun Zhu},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Avatar: Large Scale Entity Resolution of Heterogeneous User Profiles},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {2:1--2:10},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209892},
doi = {10.1145/3209889.3209892},
timestamp = {Wed, 21 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/BalajiMJZ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BinnigBCCKSUZZ18,
author = {Carsten Binnig and
Benedetto Buratti and
Yeounoh Chung and
Cyrus Cousins and
Tim Kraska and
Zeyuan Shang and
Eli Upfal and
Robert C. Zeleznik and
Emanuel Zgraggen},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Towards Interactive Curation {\&} Automatic Tuning of {ML} Pipelines},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {1:1--1:4},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209891},
doi = {10.1145/3209889.3209891},
timestamp = {Wed, 21 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/BinnigBCCKSUZZ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/Khamis0NOS18,
author = {Mahmoud Abo Khamis and
Hung Q. Ngo and
XuanLong Nguyen and
Dan Olteanu and
Maximilian Schleich},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {{AC/DC:} In-Database Learning Thunderstruck},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {8:1--8:10},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209896},
doi = {10.1145/3209889.3209896},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/Khamis0NOS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/MakryniotiVPV18,
author = {Nantia Makrynioti and
Nikolaos Vasiloglou and
Emir Pasalic and
Vasilis Vassalos},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Modelling Machine Learning Algorithms on Relational Data with Datalog},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {5:1--5:4},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209893},
doi = {10.1145/3209889.3209893},
timestamp = {Wed, 21 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/MakryniotiVPV18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/OrtizBGK18,
author = {Jennifer Ortiz and
Magdalena Balazinska and
Johannes Gehrke and
S. Sathiya Keerthi},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Learning State Representations for Query Optimization with Deep Reinforcement
Learning},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {4:1--4:4},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209890},
doi = {10.1145/3209889.3209890},
timestamp = {Wed, 21 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/OrtizBGK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/PicadoTP18,
author = {Jose Picado and
Arash Termehchy and
Sudhanshu Pathak},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Learning Efficiently Over Heterogeneous Databases: Sampling and Constraints
to the Rescue},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {10:1--10:4},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209899},
doi = {10.1145/3209889.3209899},
timestamp = {Wed, 21 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/PicadoTP18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/RatnerHDGR18,
author = {Alexander Ratner and
Braden Hancock and
Jared Dunnmon and
Roger E. Goldman and
Christopher R{\'{e}}},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Snorkel MeTaL: Weak Supervision for Multi-Task Learning},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {3:1--3:4},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209898},
doi = {10.1145/3209889.3209898},
timestamp = {Sat, 30 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/RatnerHDGR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/XinMLMSP18,
author = {Doris Xin and
Litian Ma and
Jialin Liu and
Stephen Macke and
Shuchen Song and
Aditya G. Parameswaran},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Accelerating Human-in-the-loop Machine Learning: Challenges and Opportunities},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {9:1--9:4},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209897},
doi = {10.1145/3209889.3209897},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/XinMLMSP18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/ZhangLWVNOR18,
author = {Jian Zhang and
Max Lam and
Stephanie Wang and
Paroma Varma and
Luigi Nardi and
Kunle Olukotun and
Christopher R{\'{e}}},
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Exploring the Utility of Developer Exhaust},
booktitle = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
pages = {7:1--7:7},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3209889.3209895},
doi = {10.1145/3209889.3209895},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/ZhangLWVNOR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/sigmod/2018deem,
editor = {Sebastian Schelter and
Stephan Seufert and
Arun Kumar},
title = {Proceedings of the Second Workshop on Data Management for End-To-End
Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
publisher = {{ACM}},
year = {2018},
url = {http://dl.acm.org/citation.cfm?id=3209889},
timestamp = {Sun, 13 May 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/2018deem.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/00010DD17,
author = {Hui Miao and
Ang Li and
Larry S. Davis and
Amol Deshpande},
editor = {Sebastian Schelter and
Reza Zadeh},
title = {On Model Discovery For Hosted Data Science Projects},
booktitle = {Proceedings of the 1st Workshop on Data Management for End-to-End
Machine Learning, DEEM@SIGMOD 2017, Chicago, IL, USA, May 14, 2017},
pages = {6:1--6:4},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3076246.3076252},
doi = {10.1145/3076246.3076252},
timestamp = {Fri, 05 Apr 2019 12:14:53 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/00010DD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BordawekarS17,
author = {Rajesh Bordawekar and
Oded Shmueli},
editor = {Sebastian Schelter and
Reza Zadeh},
title = {Using Word Embedding to Enable Semantic Queries in Relational Databases},
booktitle = {Proceedings of the 1st Workshop on Data Management for End-to-End
Machine Learning, DEEM@SIGMOD 2017, Chicago, IL, USA, May 14, 2017},
pages = {5:1--5:4},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3076246.3076251},
doi = {10.1145/3076246.3076251},
timestamp = {Fri, 05 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/BordawekarS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/ChenK017,
author = {Lingjiao Chen and
Paraschos Koutris and
Arun Kumar},
editor = {Sebastian Schelter and
Reza Zadeh},
title = {Model-based Pricing: Do Not Pay for More than What You Learn!},
booktitle = {Proceedings of the 1st Workshop on Data Management for End-to-End
Machine Learning, DEEM@SIGMOD 2017, Chicago, IL, USA, May 14, 2017},
pages = {1:1--1:4},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3076246.3076250},
doi = {10.1145/3076246.3076250},
timestamp = {Fri, 05 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/ChenK017.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/ChowdharyG17,
author = {Vishal Chowdhary and
Scott Greenwood},
editor = {Sebastian Schelter and
Reza Zadeh},
title = {{EMT:} End To End Model Training for {MSR} Machine Translation},
booktitle = {Proceedings of the 1st Workshop on Data Management for End-to-End
Machine Learning, DEEM@SIGMOD 2017, Chicago, IL, USA, May 14, 2017},
pages = {4:1--4:9},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3076246.3076247},
doi = {10.1145/3076246.3076247},
timestamp = {Fri, 05 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/ChowdharyG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/PicadoTFP17,
author = {Jose Picado and
Arash Termehchy and
Alan Fern and
Sudhanshu Pathak},
editor = {Sebastian Schelter and
Reza Zadeh},
title = {Towards Automatically Setting Language Bias in Relational Learning},
booktitle = {Proceedings of the 1st Workshop on Data Management for End-to-End
Machine Learning, DEEM@SIGMOD 2017, Chicago, IL, USA, May 14, 2017},
pages = {3:1--3:4},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3076246.3076249},
doi = {10.1145/3076246.3076249},
timestamp = {Fri, 05 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/PicadoTFP17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/WeidePSZK17,
author = {Tom van der Weide and
Dimitris Papadopoulos and
Oleg Smirnov and
Michal Zielinski and
Tim van Kasteren},
editor = {Sebastian Schelter and
Reza Zadeh},
title = {Versioning for End-to-End Machine Learning Pipelines},
booktitle = {Proceedings of the 1st Workshop on Data Management for End-to-End
Machine Learning, DEEM@SIGMOD 2017, Chicago, IL, USA, May 14, 2017},
pages = {2:1--2:9},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3076246.3076248},
doi = {10.1145/3076246.3076248},
timestamp = {Fri, 05 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/WeidePSZK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/sigmod/2017deem,
editor = {Sebastian Schelter and
Reza Zadeh},
title = {Proceedings of the 1st Workshop on Data Management for End-to-End
Machine Learning, DEEM@SIGMOD 2017, Chicago, IL, USA, May 14, 2017},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3076246},
doi = {10.1145/3076246},
isbn = {978-1-4503-5026-6},
timestamp = {Fri, 05 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/2017deem.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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