Training Witnesses proposes cheaply checkable ‘honesty’ certificates for data and evaluations

The team introducing Training Witnesses says its system provides ‘honesty’ certificates for data and evaluations that a verifier can cheaply check and trust. They argue that trusting results at machine-learning conferences is ‘utterly broken’ and pitch the algorithm as a way to address it.