[논문리뷰] Unified Personalized Reward Model for Vision GenerationarXiv에 게시된 'Unified Personalized Reward Model for Vision Generation' 논문에 대한 자세한 리뷰입니다.#Review#Reward Model#Vision Generation#Personalized Learning#Context-Adaptive Reasoning#Direct Preference Optimization (DPO)#Reinforcement Learning (RL)#Multimodal Learning#Group Relative Policy Optimization (GRPO)2026년 2월 3일댓글 수 로딩 중
[논문리뷰] RM -RF: Reward Model for Run-Free Unit Test EvaluationVadim Alperovich이 arXiv에 게시한 'RM -RF: Reward Model for Run-Free Unit Test Evaluation' 논문에 대한 자세한 리뷰입니다.#Review#Unit Test Generation#Reward Model#Reinforcement Learning#Code Coverage#Mutation Testing#Large Language Models#Run-Free Evaluation#Software Engineering Automation2026년 2월 1일댓글 수 로딩 중
[논문리뷰] UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and TextureKaiwen Zhu이 arXiv에 게시한 'UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture' 논문에 대한 자세한 리뷰입니다.#Review#Perceptual Understanding#Image Aesthetics#Image Quality#Image Structure#Image Texture#MLLM Benchmark#Visual Question Answering#Reward Model2025년 12월 28일댓글 수 로딩 중
[논문리뷰] SWE-RM: Execution-free Feedback For Software Engineering AgentsX. W.이 arXiv에 게시한 'SWE-RM: Execution-free Feedback For Software Engineering Agents' 논문에 대한 자세한 리뷰입니다.#Review#Software Engineering Agents#Execution-free Feedback#Reward Model#Reinforcement Learning#Test-Time Scaling#Calibration#AUC#SWE-Bench2025년 12월 28일댓글 수 로딩 중
[논문리뷰] MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal CritiquearXiv에 게시된 'MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique' 논문에 대한 자세한 리뷰입니다.#Review#LMMs#Multimodal Critique#Benchmark#Evaluation#Reward Model#GPT-4o#Scaling Law2025년 11월 13일댓글 수 로딩 중
[논문리뷰] LongRM: Revealing and Unlocking the Context Boundary of Reward ModelingarXiv에 게시된 'LongRM: Revealing and Unlocking the Context Boundary of Reward Modeling' 논문에 대한 자세한 리뷰입니다.#Review#Reward Model#Long Context#LLM Alignment#Multi-stage Training#Context Window Scaling#Preference Learning#Long-RewardBench2025년 10월 10일댓글 수 로딩 중
[논문리뷰] Margin Adaptive DPO: Leveraging Reward Model for Granular Control in Preference Optimizationsirano1004이 arXiv에 게시한 'Margin Adaptive DPO: Leveraging Reward Model for Granular Control in Preference Optimization' 논문에 대한 자세한 리뷰입니다.#Review#Direct Preference Optimization#Preference Alignment#Adaptive Regularization#Reward Model#Large Language Models#Sentiment Generation2025년 10월 8일댓글 수 로딩 중
[논문리뷰] A Contextual Quality Reward Model for Reliable and Efficient Best-of-N Samplingsirano1004이 arXiv에 게시한 'A Contextual Quality Reward Model for Reliable and Efficient Best-of-N Sampling' 논문에 대한 자세한 리뷰입니다.#Review#Reward Model#Best-of-N Sampling#Preference Alignment#Contextual Acceptability#Discrete Choice Model#Alignment Guardrail#Inference Accelerator2025년 10월 8일댓글 수 로딩 중
[논문리뷰] RewardDance: Reward Scaling in Visual GenerationLiang Li이 arXiv에 게시한 'RewardDance: Reward Scaling in Visual Generation' 논문에 대한 자세한 리뷰입니다.#Review#Reward Model#Visual Generation#RLHF#VLM#Reward Scaling#Reward Hacking#Generative Paradigm#Context Scaling#Text-to-Image#Text-to-Video2025년 9월 11일댓글 수 로딩 중
[논문리뷰] Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement LearningJiazi Bu이 arXiv에 게시한 'Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Text-to-Image Generation#GRPO#Reward Hacking#Pairwise Preference#Reward Model#Stable Optimization#UniGenBench2025년 8월 29일댓글 수 로딩 중
[논문리뷰] Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language ModelsGuiyang Hou이 arXiv에 게시한 'Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning#Large Language Models#Reward Model#Policy Optimization#Reward Hacking#Hybrid Annotation#Mathematical Reasoning#Verifiable Rewards2025년 8월 14일댓글 수 로딩 중
[논문리뷰] CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome RewardSongyang Gao이 arXiv에 게시한 'CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward' 논문에 대한 자세한 리뷰입니다.#Review#LLM Evaluation#Answer Verification#Reward Model#Benchmarking#Data Augmentation#Reinforcement Learning#Formula Verification#Hallucination Detection2025년 8월 6일댓글 수 로딩 중