[논문리뷰] Limits of Generalization in RLVR: Two Case Studies in Mathematical ReasoningNidhi Rastogi이 arXiv에 게시한 'Limits of Generalization in RLVR: Two Case Studies in Mathematical Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning with Verifiable Rewards (RLVR)#Mathematical Reasoning#Large Language Models (LLMs)#Activity Scheduling#Longest Increasing Subsequence (LIS)#Generalization Limits#Reward Design#Self-consistency2025년 11월 9일댓글 수 로딩 중
[논문리뷰] VLA-RFT: Vision-Language-Action Reinforcement Fine-tuning with Verified Rewards in World SimulatorsZirui Ge이 arXiv에 게시한 'VLA-RFT: Vision-Language-Action Reinforcement Fine-tuning with Verified Rewards in World Simulators' 논문에 대한 자세한 리뷰입니다.#Review#Vision-Language-Action Models#Reinforcement Learning#World Models#Fine-tuning#Embodied AI#Robotics#Reward Design#Distribution Shift2025년 10월 2일댓글 수 로딩 중
[논문리뷰] A Survey of Reinforcement Learning for Large Reasoning ModelsRunze Liu이 arXiv에 게시한 'A Survey of Reinforcement Learning for Large Reasoning Models' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Reasoning Models#LLMs#Reward Design#Policy Optimization#Verifiable Rewards#Agentic AI#Multimodal AI2025년 9월 11일댓글 수 로딩 중
[논문리뷰] Parallel-R1: Towards Parallel Thinking via Reinforcement LearningXinyu Yang이 arXiv에 게시한 'Parallel-R1: Towards Parallel Thinking via Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Parallel Thinking#Reinforcement Learning#Mathematical Reasoning#Progressive Curriculum#Reward Design#Exploration Scaffold2025년 9월 10일댓글 수 로딩 중
[논문리뷰] Reinforcement Learning Foundations for Deep Research Systems: A SurveyWei Han이 arXiv에 게시한 'Reinforcement Learning Foundations for Deep Research Systems: A Survey' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Deep Research Systems#Agentic AI#Tool Use#Hierarchical Agents#Reward Design#Multimodal AI#RL Frameworks2025년 9월 9일댓글 수 로딩 중
[논문리뷰] End-to-End Agentic RAG System Training for Traceable Diagnostic ReasoningPengcheng Qiu이 arXiv에 게시한 'End-to-End Agentic RAG System Training for Traceable Diagnostic Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Agentic RAG#Medical Diagnosis#Reinforcement Learning#Traceable AI#Large Language Models#Clinical Decision Support#Out-of-Distribution Generalization#Reward Design2025년 8월 25일댓글 수 로딩 중
[논문리뷰] Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning ModelsQinghao Ye이 arXiv에 게시한 'Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Exploration-Exploitation#Reward Design#Reasoning Tasks#Pass@k#Policy Optimization2025년 8월 15일댓글 수 로딩 중
[논문리뷰] Sotopia-RL: Reward Design for Social IntelligenceKeyang Xuan이 arXiv에 게시한 'Sotopia-RL: Reward Design for Social Intelligence' 논문에 대한 자세한 리뷰입니다.#Review#Social Intelligence#Reinforcement Learning#Reward Design#Large Language Models#Utterance-level Rewards#Multi-dimensional Rewards#Partial Observability#SOTOPIA2025년 8월 7일댓글 수 로딩 중