The paper proposes and benchmarks two transparency mechanisms for open ML models: Sigstore-based model signing and a zero-knowledge set for proving (non-)inclusion of data points in a training set.
K., Suriyawongkul, A., and Stewart, K
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Machine Learning Models Have a Supply Chain Problem
The paper proposes and benchmarks two transparency mechanisms for open ML models: Sigstore-based model signing and a zero-knowledge set for proving (non-)inclusion of data points in a training set.