Faisal Hamman

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 11

Top Topics

Decomposition Methods

Federated Databases

Top Venues

IEEE J. Sel. Areas Inf. Theory

Publications

Faisal Hamman, Sanghamitra Dutta
Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition. ICLR (2024)
Barproda Halder, Faisal Hamman, Pasan Dissanayake, Qiuyi Zhang, Ilia Sucholutsky, Sanghamitra Dutta
Quantifying Spuriousness of Biased Datasets Using Partial Information Decomposition. CoRR (2024)
Faisal Hamman, Erfaun Noorani, Saumitra Mishra, Daniele Magazzeni, Sanghamitra Dutta
Robust Algorithmic Recourse Under Model Multiplicity With Probabilistic Guarantees. IEEE J. Sel. Areas Inf. Theory 5 (2024)
Faisal Hamman, Pasan Dissanayake, Saumitra Mishra, Freddy Lécué, Sanghamitra Dutta
Quantifying Prediction Consistency Under Model Multiplicity in Tabular LLMs. CoRR (2024)
Faisal Hamman, Sanghamitra Dutta
A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition. CoRR (2024)
Faisal Hamman, Jiahao Chen, Sanghamitra Dutta
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity. FAccT (2023)
Faisal Hamman, Erfaun Noorani, Saumitra Mishra, Daniele Magazzeni, Sanghamitra Dutta
Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees. CoRR (2023)
Sanghamitra Dutta, Faisal Hamman
A Review of Partial Information Decomposition in Algorithmic Fairness and Explainability. Entropy 25 (5) (2023)
Faisal Hamman, Sanghamitra Dutta
Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition. CoRR (2023)
Faisal Hamman, Erfaun Noorani, Saumitra Mishra, Daniele Magazzeni, Sanghamitra Dutta
Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees. ICML (2023)
Faisal Hamman, Jiahao Chen, Sanghamitra Dutta
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity. CoRR (2022)