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Learning Theory

Learning theory

Papers

Showing 321330 of 852 papers

TitleStatusHype
Computing the Shattering Coefficient of Supervised Learning Algorithms0
Graph Classification via Reference Distribution Learning: Theory and Practice0
Graph Neural Networks Provably Benefit from Structural Information: A Feature Learning Perspective0
Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification0
How Out-of-Distribution Detection Learning Theory Enhances Transformer: Learnability and Reliability0
Grokking phase transitions in learning local rules with gradient descent0
Hallucination is Inevitable: An Innate Limitation of Large Language Models0
Hardness of Learning Fixed Parities with Neural Networks0
Near-Optimal Statistical Query Hardness of Learning Halfspaces with Massart Noise0
Beyond the Low-Degree Algorithm: Mixtures of Subcubes and Their Applications0
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