conftrace_

martingale method

4 papers

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Co-occurring keywords

generalization bound (652) infinitely divisible distribution (2) empirical process (22) token-level analysis (18) weak classifier (8) quadratic variation (5) large language model (13587) weak learner (33) boosting algorithm (78) continuous time (47)

Papers

Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models NIPS 2024
Policy Evaluation and Temporal-Difference Learning in Continuous Time and Space: A Martingale Approach JMLR 2022
Generalization Bound for Infinitely Divisible Empirical Process AISTATS 2011
Adaptive Martingale Boosting NIPS 2008