FairProof : Confidential and Certifiable Fairness for Neural Networks

FairProof : Confidential and Certifiable Fairness for Neural Networks

19 February 2024

Dan Boneh

Kamalika Chaudhuri

Papers citing "FairProof : Confidential and Certifiable Fairness for Neural Networks"

5 / 5 papers shown

Title
Justified Evidence Collection for Argument-based AI Fairness Assurance Alpay Sabuncuoglu Christopher Burr Carsten Maple 31 0 0 12 May 2025
ExpProof : Operationalizing Explanations for Confidential Models with ZKPs Chhavi Yadav Evan Monroe Laufer Dan Boneh Kamalika Chaudhuri 91 0 0 06 Feb 2025
Laminator: Verifiable ML Property Cards using Hardware-assisted Attestations Vasisht Duddu Oskari Jarvinen Lachlan J. Gunn Nirmal Asokan 69 1 0 25 Jun 2024
Certifying Some Distributional Fairness with Subpopulation Decomposition Mintong Kang Linyi Li Maurice Weber Yang Liu Ce Zhang Bo-wen Li OOD 54 15 0 31 May 2022
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019