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Nina Balcan

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Theory of Modern AI: Learning Theoretic, Game Theoretic, and Algorithmic PerspectivesThe Role of TCS in Modern Machine Learning2026-05-26
Claims a formal framework for learning verifiers for chain-of-thought reasoning with provable guarantees, using PAC and online learning tools, VC bounds (VC ·…
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Distributed Learning, Communication Complexity, and PrivacyParallel and Distributed Algorithms for Inference and Optimization (Simons Institute, Oct. 21–24, 2013)2013-10-21
Analyzes communication needed for distributed supervised learning and gives concrete protocols and bounds: a distributed AdaBoost yields D log(1/epsilon)…
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