Relating Misfit to Gain in Weak-to-Strong Generalization Beyond the Squared Loss

Abhijeet Mulgund; Chirag Pabbaraju

2025 ICML ICML 2025

Relating Misfit to Gain in Weak-to-Strong Generalization Beyond the Squared Loss

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Mathematics & Optimization

Authors

Abhijeet Mulgund, Chirag Pabbaraju

Topics

Machine Learning > Core Methods > Classification Machine Learning > Core Methods > Regression Mathematics & Optimization > Optimization > Convex Optimization

Keywords

bregman divergence cross-entropy loss weak-to-strong generalization convex combination performance gain misfit

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