BroRL: Scaling Reinforcement Learning via Broadened Exploration
Paper • 2510.01180 • Published • 20
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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 • 48 -
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 • 76 -
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning
Paper • 2510.15444 • Published • 151 -
The Era of Agentic Organization: Learning to Organize with Language Models
Paper • 2510.26658 • Published • 29 -
DAG-Math: Graph-Guided Mathematical Reasoning in LLMs
Paper • 2510.19842 • Published -
Wan-Move: Motion-controllable Video Generation via Latent Trajectory Guidance
Paper • 2512.08765 • Published • 134 -
Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning
Paper • 2601.09708 • Published • 54 -
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization
Paper • 2601.05242 • Published • 230 -
PhyGDPO: Physics-Aware Groupwise Direct Preference Optimization for Physically Consistent Text-to-Video Generation
Paper • 2512.24551 • Published • 21 -
Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge
Paper • 2601.08808 • Published • 39 -
ACoT-VLA: Action Chain-of-Thought for Vision-Language-Action Models
Paper • 2601.11404 • Published • 26