[논문리뷰] Exploration v.s. Exploitation: Rethinking RLVR through Clipping, Entropy, and Spurious RewardarXiv에 게시된 'Exploration v.s. Exploitation: Rethinking RLVR through Clipping, Entropy, and Spurious Reward' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Exploration-Exploitation#Clipping#Policy Entropy#Spurious Rewards#Mathematical Reasoning#RLVR2025년 12월 18일댓글 수 로딩 중
[논문리뷰] Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable RewardarXiv에 게시된 'Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#LLM Exploration#Verifiable Reward#Low-Probability Regularization#Reasoning Sparks#Policy Entropy#KL Divergence#Mathematical Reasoning2025년 10월 10일댓글 수 로딩 중
[논문리뷰] Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement LearningGang Li이 arXiv에 게시한 'Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#LLM Agents#Exploration-Exploitation#Self-Imitation Learning#Intrinsic Rewards#Curriculum Learning#Policy Entropy#Tool Use2025년 9월 29일댓글 수 로딩 중
[논문리뷰] Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVRYing Nian Wu이 arXiv에 게시한 'Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Self-Play#Variational Problem Synthesis#Policy Entropy#Pass@k#Reasoning Benchmarks2025년 8월 25일댓글 수 로딩 중