Alan

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upvoted 4 papers 3 months ago

ASPO: Asymmetric Importance Sampling Policy Optimization

Paper • 2510.06062 • Published Oct 7 • 13

DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29 • 140

Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

Paper • 2509.26628 • Published Sep 30 • 16

Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25 • 89

upvoted 2 papers 5 months ago

SONAR-LLM: Autoregressive Transformer that Thinks in Sentence Embeddings and Speaks in Tokens

Paper • 2508.05305 • Published Aug 7 • 46

Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR

Paper • 2507.15778 • Published Jul 21 • 20