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fairness certification

8 papers

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Co-occurring keywords · papers mentioning both

neural network (3) distributional fairness (2) certified fairness (2) individual fairness (2) zero-knowledge proof (2) algorithmic fairness (2) discrimination pattern (1) societal application (1) subpopulation decomposition (1) gaussian parameter smoothing (1)

Papers

FairProof : Confidential and Certifiable Fairness for Neural Networks ICML 2024 Certification of Distributional Individual Fairness NeurIPS 2023 Certifying Fairness of Probabilistic Circuits AAAI 2023 Confidential-PROFITT: Confidential PROof of FaIr Training of Trees ICLR 2023 DeepGemini: Verifying Dependency Fairness for Deep Neural Network AAAI 2023 Certifying Some Distributional Fairness with Subpopulation Decomposition NeurIPS 2022 Individual Fairness Guarantees for Neural Networks IJCAI 2022 Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing ICML 2022