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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

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* 26 pages, 15 figures, 4 tables 

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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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TenIPS: Inverse Propensity Sampling for Tensor Completion


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

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Low-Rank Tensor Recovery with Euclidean-Norm-Induced Schatten-p Quasi-Norm Regularization


Dec 07, 2020
Jicong Fan, Lijun Ding, Chengrun Yang, Madeleine Udell

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Efficient AutoML Pipeline Search with Matrix and Tensor Factorization


Jun 07, 2020
Chengrun Yang, Jicong Fan, Ziyang Wu, Madeleine Udell

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* This is an extended version of AutoML Pipeline Selection: Efficiently Navigating the Combinatorial Space (DOI: 10.1145/3394486.3403197) at KDD 2020 

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Robust Non-Linear Matrix Factorization for Dictionary Learning, Denoising, and Clustering


May 04, 2020
Jicong Fan, Chengrun Yang, Madeleine Udell

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OBOE: Collaborative Filtering for AutoML Initialization


Aug 09, 2018
Chengrun Yang, Yuji Akimoto, Dae Won Kim, Madeleine Udell

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