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LucasUNC 's Collections
RL and LLM

RL and LLM

updated 3 days ago
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  • Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR

    Paper • 2509.02522 • Published Sep 2 • 25

  • RLVR-World: Training World Models with Reinforcement Learning

    Paper • 2505.13934 • Published May 20 • 16

  • Agent-RLVR: Training Software Engineering Agents via Guidance and Environment Rewards

    Paper • 2506.11425 • Published Jun 13

  • The Invisible Leash: Why RLVR May Not Escape Its Origin

    Paper • 2507.14843 • Published Jul 20 • 84

  • Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR

    Paper • 2508.14029 • Published Aug 19 • 118

  • ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

    Paper • 2505.24864 • Published May 30 • 139
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