[논문리뷰] Guided Self-Evolving LLMs with Minimal Human SupervisionarXiv에 게시된 'Guided Self-Evolving LLMs with Minimal Human Supervision' 논문에 대한 자세한 리뷰입니다.#Review#Self-Evolving LLMs#Self-Play#Reinforcement Learning#Curriculum Learning#Few-shot Learning#Human Supervision#Concept Drift#Diversity Collapse2025년 12월 2일댓글 수 로딩 중
[논문리뷰] Diversity Has Always Been There in Your Visual Autoregressive ModelsYaxing Wang이 arXiv에 게시한 'Diversity Has Always Been There in Your Visual Autoregressive Models' 논문에 대한 자세한 리뷰입니다.#Review#Visual Autoregressive Models#Diversity Collapse#Generative Diversity#Soft-Suppression Regularization#Soft-Amplification Regularization#Training-Free#Image Generation#Singular Value Decomposition2025년 11월 23일댓글 수 로딩 중
[논문리뷰] Benefits and Pitfalls of Reinforcement Learning for Language Model Planning: A Theoretical PerspectivearXiv에 게시된 'Benefits and Pitfalls of Reinforcement Learning for Language Model Planning: A Theoretical Perspective' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Planning#Policy Gradient#Q-learning#Supervised Fine-Tuning#Diversity Collapse#Reward Hacking2025년 10월 1일댓글 수 로딩 중
[논문리뷰] The Choice of Divergence: A Neglected Key to Mitigating Diversity Collapse in Reinforcement Learning with Verifiable RewardXiaoyu Tan이 arXiv에 게시한 'The Choice of Divergence: A Neglected Key to Mitigating Diversity Collapse in Reinforcement Learning with Verifiable Reward' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models (LLMs)#Diversity Collapse#f-divergence#Forward-KL#JS-divergence#Pass@k#Catastrophic Forgetting2025년 9월 12일댓글 수 로딩 중