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🏢 CSOI, Purdue University

Information-theoretic Limits of Online Classification with Noisy Labels
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AI Theory Optimization 🏢 CSOI, Purdue University
This paper unveils the information-theoretic limits of online classification with noisy labels, showing that the minimax risk is tightly characterized by the Hellinger gap of noisy label distributions…