Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR
Paper
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2509.02522
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Published
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25
RL and LLM
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RLVR-World: Training World Models with Reinforcement Learning
Paper • 2505.13934 • Published • 16 -
Agent-RLVR: Training Software Engineering Agents via Guidance and Environment Rewards
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The Invisible Leash: Why RLVR May Not Escape Its Origin
Paper • 2507.14843 • Published • 85 -
Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR
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ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models
Paper • 2505.24864 • Published • 143 -
Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward
Paper • 2510.03222 • Published • 75