Papers · Proving properties · OATH
OATH
Secure and Confidential Certificates of Online Fairness (OATH)
Approach
Cut-and-choose protocol exploiting statistical properties of group fairness; uses a ZK proof of correct inference as a subroutine
Notes
Sometimes cited under the title "OATH: Efficient and Flexible Zero-Knowledge Proofs of End-to-End ML Fairness". Composes with the inference systems in this repo rather than replacing them.
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Discussed in
Other recorded fields
property_proven: Online group fairness w.r.t. demographic variables (sex, race, location), under distribution shift and provider malfeasance