Alan

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upvoted a paper 2 months ago

Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models

Paper • 2601.22060 • Published Jan 29 • 155

upvoted 4 papers 6 months ago

ASPO: Asymmetric Importance Sampling Policy Optimization

Paper • 2510.06062 • Published Oct 7, 2025 • 14

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

Paper • 2509.25454 • Published Sep 29, 2025 • 148

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

Paper • 2509.26628 • Published Sep 30, 2025 • 17

Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25, 2025 • 92

upvoted a paper 8 months ago

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

Paper • 2508.05305 • Published Aug 7, 2025 • 47

upvoted a paper 9 months ago

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

Paper • 2507.15778 • Published Jul 21, 2025 • 21