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Training Data Influence Analysis and Estimation: A Survey


Dec 09, 2022
Zayd Hammoudeh, Daniel Lowd

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Reducing Certified Regression to Certified Classification


Aug 29, 2022
Zayd Hammoudeh, Daniel Lowd

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Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees


May 23, 2022
Jonathan Brophy, Daniel Lowd

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* 26 pages, 7 figures, 3 tables, and 3 algorithms 

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Adapting and Evaluating Influence-Estimation Methods for Gradient-Boosted Decision Trees


Apr 30, 2022
Jonathan Brophy, Zayd Hammoudeh, Daniel Lowd

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* 47 pages, 15 figures, and 5 tables. Submitted to JMLR 

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Identifying a Training-Set Attack's Target Using Renormalized Influence Estimation


Jan 25, 2022
Zayd Hammoudeh, Daniel Lowd

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Identifying Adversarial Attacks on Text Classifiers


Jan 21, 2022
Zhouhang Xie, Jonathan Brophy, Adam Noack, Wencong You, Kalyani Asthana, Carter Perkins, Sabrina Reis, Sameer Singh, Daniel Lowd

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TREX: Tree-Ensemble Representer-Point Explanations


Sep 24, 2020
Jonathan Brophy, Daniel Lowd

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* 11 pages, 7 figures, and 4 tables. Submitted to AAAI 2021 

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DART: Data Addition and Removal Trees


Sep 11, 2020
Jonathan Brophy, Daniel Lowd

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* 16 pages, 8 figures, 4 tables, and 3 algorithms. Submitted to AAAI 2021 

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Learning from Positive and Unlabeled Data with Arbitrary Positive Shift


Feb 24, 2020
Zayd Hammoudeh, Daniel Lowd

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