ExpProof is the first implemented protocol that lets a holder of a confidential ML model prove to a customer that a LIME explanation was computed from the committed model, with measured proof generation around 1.5 minutes and verification around 0.12 seconds.
Fairwashing: the risk of rationalization
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ExpProof : Operationalizing Explanations for Confidential Models with ZKPs
ExpProof is the first implemented protocol that lets a holder of a confidential ML model prove to a customer that a LIME explanation was computed from the committed model, with measured proof generation around 1.5 minutes and verification around 0.12 seconds.