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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, 13 Aug 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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