Faisal Hamman

According to our database, Faisal Hamman authored at least 10 papers between 2022 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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 Prediction Consistency Under Model Multiplicity in Tabular LLMs.

Faisal Hamman, Pasan Dissanayake, Saumitra Mishra, Freddy Lécué, Sanghamitra Dutta

CoRR, 2024

Quantifying Spuriousness of Biased Datasets Using Partial Information Decomposition.

Barproda Halder, Faisal Hamman, Pasan Dissanayake, Qiuyi Zhang, Ilia Sucholutsky, Sanghamitra Dutta

CoRR, 2024

A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition.

Faisal Hamman, Sanghamitra Dutta

Proceedings of the IEEE International Symposium on Information Theory, 2024

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

Faisal Hamman, Sanghamitra Dutta

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

A Review of Partial Information Decomposition in Algorithmic Fairness and Explainability.

Sanghamitra Dutta, Faisal Hamman

Entropy, 2023

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

Faisal Hamman, Sanghamitra Dutta

CoRR, 2023

Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees.

Faisal Hamman, Erfaun Noorani, Saumitra Mishra, Daniele Magazzeni, Sanghamitra Dutta

Proceedings of the International Conference on Machine Learning, 2023

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

Faisal Hamman, Jiahao Chen, Sanghamitra Dutta

Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency, 2023

2022

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

Faisal Hamman, Jiahao Chen, Sanghamitra Dutta

CoRR, 2022