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Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm


Nov 02, 2021
Yuheng Bu, Gholamali Aminian, Laura Toni, Miguel Rodrigues, Gregory Wornell


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Selective Regression Under Fairness Criteria


Oct 28, 2021
Abhin Shah, Yuheng Bu, Joshua Ka-Wing Lee, Subhro Das, Rameswar Panda, Prasanna Sattigeri, Gregory W. Wornell


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Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information


Jul 28, 2021
Gholamali Aminian, Yuheng Bu, Laura Toni, Miguel R. D. Rodrigues, Gregory Wornell

* The first and second author have contributed equally to the paper. This paper is accepted in the ICML-21 Workshop on Information-Theoretic Methods for Rigorous, Responsible, and Reliable Machine Learning: https://sites.google.com/view/itr3/schedule 

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A Maximal Correlation Approach to Imposing Fairness in Machine Learning


Dec 30, 2020
Joshua Lee, Yuheng Bu, Prasanna Sattigeri, Rameswar Panda, Gregory Wornell, Leonid Karlinsky, Rogerio Feris

* 9 Pages 4 Figures 

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Adaptive Sequential Machine Learning


Apr 04, 2019
Craig Wilson, Yuheng Bu, Venugopal Veeravalli

* arXiv admin note: text overlap with arXiv:1509.07422 

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Information-Theoretic Understanding of Population Risk Improvement with Model Compression


Jan 27, 2019
Yuheng Bu, Weihao Gao, Shaofeng Zou, Venugopal V. Veeravalli

* submitted to ICML 2019 

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Tightening Mutual Information Based Bounds on Generalization Error


Jan 15, 2019
Yuheng Bu, Shaofeng Zou, Venugopal V. Veeravalli

* Submitted to ISIT 2019 

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Active Learning in Recommendation Systems with Multi-level User Preferences


Nov 30, 2018
Yuheng Bu, Kevin Small


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Model change detection with application to machine learning


Nov 19, 2018
Yuheng Bu, Jiaxun Lu, Venugopal V. Veeravalli

* 5 pages, ICASSP 2019 

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Active and Adaptive Sequential learning


May 29, 2018
Yuheng Bu, Jiaxun Lu, Venugopal V. Veeravalli

* 8-page version submit to NIPS 2018 

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Linear-Complexity Exponentially-Consistent Tests for Universal Outlying Sequence Detection


Dec 04, 2017
Yuheng Bu, Shaofeng Zou, Venugopal V. Veeravalli

* Double-column 12-page version sent to IEEE. Transaction on Signal Processing 

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