FairProof: An AI System that Makes use of Zero-Data Proofs to Publicly Confirm the Equity of a Mannequin whereas Sustaining Confidentiality
The proliferation of machine studying (ML) fashions in high-stakes societal functions has sparked considerations concerning equity and transparency. Cases of biased decision-making have led to a rising mistrust amongst customers who’re topic to ML-based choices. To deal with this problem and enhance client belief, know-how that permits public verification of the equity properties of those…