Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity. - Faisal Hamman; Jiahao Chen; Sanghamitra Dutta (CoRR, 2022)

Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity. - Faisal Hamman; Jiahao Chen 001; Sanghamitra Dutta (FAccT, 2023)

Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees. - Faisal Hamman; Erfaun Noorani; Saumitra Mishra; Daniele Magazzeni; Sanghamitra Dutta (ICML, 2023)

Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition. - Faisal Hamman; Sanghamitra Dutta (CoRR, 2023)

A Review of Partial Information Decomposition in Algorithmic Fairness and Explainability. - Sanghamitra Dutta; Faisal Hamman (Entropy, 2023)

Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition. - Faisal Hamman; Sanghamitra Dutta (ICLR, 2024)

A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition. - Faisal Hamman; Sanghamitra Dutta (ISIT, 2024)

Quantifying Spuriousness of Biased Datasets Using Partial Information Decomposition. - Barproda Halder; Faisal Hamman; Pasan Dissanayake; Qiuyi Zhang 001; Ilia Sucholutsky; Sanghamitra Dutta (CoRR, 2024)

Quantifying Prediction Consistency Under Model Multiplicity in Tabular LLMs. - Faisal Hamman; Pasan Dissanayake; Saumitra Mishra; Freddy Lécué; Sanghamitra Dutta (CoRR, 2024)

Robust Algorithmic Recourse Under Model Multiplicity With Probabilistic Guarantees. - Faisal Hamman; Erfaun Noorani; Saumitra Mishra; Daniele Magazzeni; Sanghamitra Dutta (IEEE J. Sel. Areas Inf. Theory, 2024)

Quantifying Knowledge Distillation using Partial Information Decomposition. - Pasan Dissanayake; Faisal Hamman; Barproda Halder; Ilia Sucholutsky; Qiuyi Zhang 001; Sanghamitra Dutta (AISTATS, 2025)

Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures. - Erfaun Noorani; Pasan Dissanayake; Faisal Hamman; Sanghamitra Dutta (AAMAS, 2025)

T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning. - Yanjun Fu; Faisal Hamman; Sanghamitra Dutta (CoRR, 2025)