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cs.LG2022
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility
Behrooz Razeghi, Flavio P. Calmon, Deniz Gunduz +1
Bottleneck problems are an important class of optimization problems that have recently gained increasing attention in the domain of machine learning and information theory. They ar…
cs.LG2021★ 6 cited
Variational Leakage: The Role of Information Complexity in Privacy Leakage
Amir Ahooye Atashin, Behrooz Razeghi, Deniz Gündüz +1
We study the role of information complexity in privacy leakage about an attribute of an adversary's interest, which is not known a priori to the system designer. Considering the su…