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Faisal Hamman

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Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition

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Jul 21, 2023
Faisal Hamman, Sanghamitra Dutta

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Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees

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May 19, 2023
Faisal Hamman, Erfaun Noorani, Saumitra Mishra, Daniele Magazzeni, Sanghamitra Dutta

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Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity

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Nov 03, 2022
Faisal Hamman, Jiahao Chen, Sanghamitra Dutta

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