Robust counterfactual explanations for neural networks with probabilistic guarantees F Hamman, E Noorani, S Mishra, D Magazzeni, S Dutta International Conference on Machine Learning, 12351-12367, 2023 | 15 | 2023 |
Demystifying local and global fairness trade-offs in federated learning using partial information decomposition F Hamman, S Dutta arXiv preprint arXiv:2307.11333, 2023 | 8* | 2023 |
Can querying for bias leak protected attributes? achieving privacy with smooth sensitivity F Hamman, J Chen, S Dutta Proceedings of the 2023 ACM Conference on Fairness, Accountability, and …, 2023 | 4 | 2023 |
A Review of Partial Information Decomposition in Algorithmic Fairness and Explainability S Dutta, F Hamman Entropy 25 (5), 795, 2023 | 1 | 2023 |
Robust Algorithmic Recourse Under Model Multiplicity With Probabilistic Guarantees F Hamman, E Noorani, S Mishra, D Magazzeni, S Dutta IEEE Journal on Selected Areas in Information Theory, 2024 | | 2024 |
An Entropic Risk Measure for Robust Counterfactual Explanations E Noorani, F Hamman, S Dutta | | 2023 |