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Achieving Utility, Fairness, and Compactness via Tunable Information Bottleneck Measures


Jun 20, 2022
Adam Gronowski, William Paul, Fady Alajaji, Bahman Gharesifard, Philippe Burlina

* arXiv admin note: text overlap with arXiv:2203.04950 

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Renyi Fair Information Bottleneck for Image Classification


Mar 09, 2022
Adam Gronowski, William Paul, Fady Alajaji, Bahman Gharesifard, Philippe Burlina


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Robustness and Adaptation to Hidden Factors of Variation


Mar 03, 2022
William Paul, Philippe Burlina


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EdgeMixup: Improving Fairness for Skin Disease Classification and Segmentation


Feb 28, 2022
Haolin Yuan, Armin Hadzic, William Paul, Daniella Villegas de Flores, Philip Mathew, John Aucott, Yinzhi Cao, Philippe Burlina


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Generalizing Fairness: Discovery and Mitigation of Unknown Sensitive Attributes


Jul 28, 2021
William Paul, Philippe Burlina


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Defending Medical Image Diagnostics against Privacy Attacks using Generative Methods


Mar 04, 2021
William Paul, Yinzhi Cao, Miaomiao Zhang, Phil Burlina


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RENATA: REpreseNtation And Training Alteration for Bias Mitigation


Dec 11, 2020
William Paul, Armin Hadzic, Neil Joshi, Phil Burlina


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AI Progress in Skin Lesion Analysis


Oct 09, 2020
Philippe M. Burlina, William Paul, Phil A. Mathew, Neil J. Joshi, Alison W. Rebman, John N. Aucott


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Rényi Generative Adversarial Networks


Jun 03, 2020
Himesh Bhatia, William Paul, Fady Alajaji, Bahman Gharesifard, Philippe Burlina


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