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ControlBurn: Nonlinear Feature Selection with Sparse Tree Ensembles


Jul 08, 2022
Brian Liu, Miaolan Xie, Haoyue Yang, Madeleine Udell

* 22 pages 

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Resource-Constrained Neural Architecture Search on Tabular Datasets


Apr 15, 2022
Chengrun Yang, Gabriel Bender, Hanxiao Liu, Pieter-Jan Kindermans, Madeleine Udell, Yifeng Lu, Quoc Le, Da Huang

* 26 pages, 15 figures, 4 tables 

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Data-Efficient and Interpretable Tabular Anomaly Detection


Mar 03, 2022
Chun-Hao Chang, Jinsung Yoon, Sercan Arik, Madeleine Udell, Tomas Pfister


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Towards Group Robustness in the presence of Partial Group Labels


Jan 10, 2022
Vishnu Suresh Lokhande, Kihyuk Sohn, Jinsung Yoon, Madeleine Udell, Chen-Yu Lee, Tomas Pfister


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Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression


Jul 19, 2021
William T. Stephenson, Zachary Frangella, Madeleine Udell, Tamara Broderick

* 20 pages, 6 figures 

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ControlBurn: Feature Selection by Sparse Forests


Jul 01, 2021
Brian Liu, Miaolan Xie, Madeleine Udell

* 15 pages 

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Privileged Zero-Shot AutoML


Jun 25, 2021
Nikhil Singh, Brandon Kates, Jeff Mentch, Anant Kharkar, Madeleine Udell, Iddo Drori

* 16 pages, 4 figures 

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How Low Can We Go: Trading Memory for Error in Low-Precision Training


Jun 18, 2021
Chengrun Yang, Ziyang Wu, Jerry Chee, Christopher De Sa, Madeleine Udell


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Tensor Random Projection for Low Memory Dimension Reduction


Apr 30, 2021
Yiming Sun, Yang Guo, Joel A. Tropp, Madeleine Udell

* In NeurIPS Workshop on Relational Representation Learning (2018) 

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TenIPS: Inverse Propensity Sampling for Tensor Completion


Jan 01, 2021
Chengrun Yang, Lijun Ding, Ziyang Wu, Madeleine Udell


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