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

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

18 February 2025
Dhruv Rohatgi
Adam Block
Audrey Huang
Akshay Krishnamurthy
Dylan J. Foster
ArXiv (abs)PDFHTML

Papers citing "Computational-Statistical Tradeoffs at the Next-Token Prediction Barrier: Autoregressive and Imitation Learning under Misspecification"

3 / 3 papers shown
Title
SAMPO:Scale-wise Autoregression with Motion PrOmpt for generative world models
SAMPO:Scale-wise Autoregression with Motion PrOmpt for generative world models
Sen Wang
Jingyi Tian
Le Wang
Zhimin Liao
Jiayi Li
Huaiyi Dong
Kun Xia
Sanping Zhou
Wei Tang
Hua Gang
VGenLRM
0
0
0
19 Sep 2025
EMA Without the Lag: Bias-Corrected Iterate Averaging Schemes
EMA Without the Lag: Bias-Corrected Iterate Averaging Schemes
Adam Block
Cyril Zhang
49
0
0
31 Jul 2025
Inverse Q-Learning Done Right: Offline Imitation Learning in $Q^π$-Realizable MDPs
Inverse Q-Learning Done Right: Offline Imitation Learning in QπQ^πQπ-Realizable MDPs
Antoine Moulin
Gergely Neu
Luca Viano
OffRL
128
0
0
26 May 2025
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