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Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees


Jan 15, 2023
Songkai Xue, Yuekai Sun, Mikhail Yurochkin

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* In Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) 2022 

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How does overparametrization affect performance on minority groups?


Jun 07, 2022
Subha Maity, Saptarshi Roy, Songkai Xue, Mikhail Yurochkin, Yuekai Sun

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Statistical inference for individual fairness


Mar 30, 2021
Subha Maity, Songkai Xue, Mikhail Yurochkin, Yuekai Sun

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Auditing ML Models for Individual Bias and Unfairness


Mar 11, 2020
Songkai Xue, Mikhail Yurochkin, Yuekai Sun

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* In Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS) 2020 

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