VerifyML: Obliviously Checking Model Fairness Resilient to Malicious Model Holder

Guowen Xu, Xingshuo Han, Gelei Deng +5

In this paper, we present VerifyML, the first secure inference framework to check the fairness degree of a given Machine learning (ML) model. VerifyML is generic and is immune to a…