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Papers
Computational-Statistical Tradeoffs at the Next-Token Prediction Barrier: Autoregressive and Imitation Learning under Misspecification (extended abstract)
COLT 2025
SeaPO: Strategic Error Amplification for Robust Preference Optimization of Large Language Models
EMNLP 2025
Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression
ICLR 2024
Error Amplification When Updating Deployed Machine Learning Models
MLHC 2022
Defensive Quantization: When Efficiency Meets Robustness
ICLR 2019