BroRL: Scaling Reinforcement Learning via Broadened Exploration
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2510.01180
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Published
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17
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MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information
Paper • 2510.03632 • Published • 42 -
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation
Paper • 2509.25849 • Published • 47 -
Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR
Paper • 2509.23808 • Published • 47 -
d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning
Paper • 2504.12216 • Published • 3 -
Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward
Paper • 2510.03222 • Published • 74 -
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning
Paper • 2510.15444 • Published • 145 -
The Era of Agentic Organization: Learning to Organize with Language Models
Paper • 2510.26658 • Published • 25 -
DAG-Math: Graph-Guided Mathematical Reasoning in LLMs
Paper • 2510.19842 • Published