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Uniform convergence may be unable to explain generalization in deep learning.

, and . NeurIPS, page 11611-11622. (2019)

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A Learning Theoretic Perspective on Local Explainability., , , and . CoRR, (2020)A Learning Theoretic Perspective on Local Explainability., , , and . ICLR, OpenReview.net, (2021)A Reinforcement Learning Approach to Online Learning of Decision Trees., , , and . CoRR, (2015)Geriatrix: Aging what you see and what you don't see. A file system aging approach for modern storage systems., , and . USENIX ATC, page 691-704. USENIX Association, (2018)What do larger image classifiers memorise?, , , , and . CoRR, (2023)On student-teacher deviations in distillation: does it pay to disobey?, , , , and . CoRR, (2023)Learning-Theoretic Foundations of Algorithm Configuration for Combinatorial Partitioning Problems., , , and . COLT, volume 65 of Proceedings of Machine Learning Research, page 213-274. PMLR, (2017)Every Team Deserves a Second Chance: Identifying When Things Go Wrong (Student Abstract Version)., , and . AAAI, page 4184-4185. AAAI Press, (2015)Provably Safe PAC-MDP Exploration Using Analogies., , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 1216-1224. PMLR, (2021)Understanding the failure modes of out-of-distribution generalization., , and . ICLR, OpenReview.net, (2021)