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information-theoretically

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misspecification (1) robust (1) approximation factor (1) error amplification (1) next-token prediction (1)

Papers

Computational-Statistical Tradeoffs at the Next-Token Prediction Barrier: Autoregressive and Imitation Learning under Misspecification (extended abstract) COLT 2025