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Understanding Generalization via Leave-One-Out Conditional Mutual Information.

, , , and . ISIT, page 2487-2492. IEEE, (2022)

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On the Information Complexity of Proper Learners for VC Classes in the Realizable Case., , , and . CoRR, (2020)Sequential Classification with Empirically Observed Statistics., , and . ITW, page 1-5. IEEE, (2019)Why Is Public Pretraining Necessary for Private Model Training?, , , , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 10611-10627. PMLR, (2023)Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates., , , , and . NeurIPS, page 11013-11023. (2019)Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization., , , , , and . ALT, volume 201 of Proceedings of Machine Learning Research, page 663-706. PMLR, (2023)Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms., , , , and . NeurIPS, (2020)Towards a Unified Information-Theoretic Framework for Generalization., , , and . NeurIPS, page 26370-26381. (2021)Information Complexity of Stochastic Convex Optimization: Applications to Generalization, Memorization, and Tracing., , , , and . ICML, OpenReview.net, (2024)Understanding Generalization via Leave-One-Out Conditional Mutual Information., , , and . ISIT, page 2487-2492. IEEE, (2022)Faster Differentially Private Convex Optimization via Second-Order Methods., , , and . CoRR, (2023)