Pre-trained Large Language Models Learn Hidden Markov Models In-context Paper • 2506.07298 • Published Jun 8 • 26
End-to-end Training for Recommendation with Language-based User Profiles Paper • 2410.18870 • Published Oct 24, 2024
Value-Guided Search for Efficient Chain-of-Thought Reasoning Paper • 2505.17373 • Published May 23 • 5
$Q\sharp$: Provably Optimal Distributional RL for LLM Post-Training Paper • 2502.20548 • Published Feb 27
Accelerating RL for LLM Reasoning with Optimal Advantage Regression Paper • 2505.20686 • Published May 27 • 2
Reviewer2: Optimizing Review Generation Through Prompt Generation Paper • 2402.10886 • Published Feb 16, 2024
REBEL: Reinforcement Learning via Regressing Relative Rewards Paper • 2404.16767 • Published Apr 25, 2024 • 2
Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF Paper • 2410.04612 • Published Oct 6, 2024