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Adam Block

A Theory of Learning with Autoregressive Chain of Thought

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Mar 11, 2025
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Computational-Statistical Tradeoffs at the Next-Token Prediction Barrier: Autoregressive and Imitation Learning under Misspecification

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Feb 18, 2025
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Self-Improvement in Language Models: The Sharpening Mechanism

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Dec 02, 2024
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Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning

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Jul 20, 2024
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On the Performance of Empirical Risk Minimization with Smoothed Data

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Feb 22, 2024
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Oracle-Efficient Differentially Private Learning with Public Data

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Feb 13, 2024
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Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression

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Oct 17, 2023
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Imitating Complex Trajectories: Bridging Low-Level Stability and High-Level Behavior

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Jul 29, 2023
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Efficient Model-Free Exploration in Low-Rank MDPs

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Jul 08, 2023
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Oracle-Efficient Smoothed Online Learning for Piecewise Continuous Decision Making

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Feb 10, 2023
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