Следене
Faisal Hamman
Заглавие
Позовавания
Позовавания
Година
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
352023
Demystifying local and global fairness trade-offs in federated learning using partial information decomposition
F Hamman, S Dutta
International Conference on Learning Representations, ICLR 2024., https …, 2024
24*2024
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
122023
A review of partial information decomposition in algorithmic fairness and explainability
S Dutta, F Hamman
Entropy 25 (5), 795, 2023
102023
A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition
F Hamman, S Dutta
2024 IEEE International Symposium on Information Theory (ISIT), 2024
42024
Quantifying prediction consistency under model multiplicity in tabular llms
F Hamman, P Dissanayake, S Mishra, F Lecue, S Dutta
arXiv preprint arXiv:2407.04173, 2024
32024
Quantifying spuriousness of biased datasets using partial information decomposition
B Halder, F Hamman, P Dissanayake, Q Zhang, I Sucholutsky, S Dutta
Workshop on Data-centric Machine Learning Research, ICML 2024, 2024
32024
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
32024
Quantifying Knowledge Distillation Using Partial Information Decomposition
P Dissanayake, F Hamman, B Halder, I Sucholutsky, Q Zhang, S Dutta
Accepted at the Artificial Intelligence and Statistics Conference (AISTATS 2025), 2024
2024
Formalizing Spuriousness of Biased Datasets using Partial Information Decomposition
B Halder, F Hamman, P Dissanayake, Q Zhang, I Sucholutsky, S Dutta
Formalizing Limits of Knowledge Distillation Using Partial Information Decomposition
P Dissanayake, F Hamman, B Halder, I Sucholutsky, Q Zhang, S Dutta
Workshop on Machine Learning and Compression, NeurIPS 2024, 0
An Entropic Risk Measure for Robust Counterfactual Explanations
E Noorani, F Hamman, S Dutta
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Статии 1–12