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Collaborative and Privacy-Preserving Machine Teaching via Consensus Optimization

Collaborative and Privacy-Preserving Machine Teaching via Consensus Optimization

In this work, we define a collaborative and privacy-preserving machine teaching paradigm with multiple distributed teachers. We focus on consensus super teaching. It aims at organizing distributed teachers to jointly select a compact while informative training subset from data hosted by the teachers to make a learner learn better. The …