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AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels


Aug 30, 2022
Nicholas Roberts, Xintong Li, Tzu-Heng Huang, Dyah Adila, Spencer Schoenberg, Cheng-Yu Liu, Lauren Pick, Haotian Ma, Aws Albarghouthi, Frederic Sala


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Certifying Data-Bias Robustness in Linear Regression


Jun 07, 2022
Anna P. Meyer, Aws Albarghouthi, Loris D'Antoni

* 19 pages, 8 figures 

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BagFlip: A Certified Defense against Data Poisoning


May 26, 2022
Yuhao Zhang, Aws Albarghouthi, Loris D'Antoni


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Certifying Robustness to Programmable Data Bias in Decision Trees


Oct 08, 2021
Anna P. Meyer, Aws Albarghouthi, Loris D'Antoni

* To be published at NeurIPS 2021. 22 pages, 4 figures 

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Introduction to Neural Network Verification


Oct 04, 2021
Aws Albarghouthi


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Certified Robustness to Programmable Transformations in LSTMs


Feb 15, 2021
Yuhao Zhang, Aws Albarghouthi, Loris D'Antoni


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Learning Differentially Private Mechanisms


Jan 04, 2021
Subhajit Roy, Justin Hsu, Aws Albarghouthi


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Abstract Universal Approximation for Neural Networks


Jul 14, 2020
Zi Wang, Aws Albarghouthi, Somesh Jha


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