[논문리뷰] Medical SAM3: A Foundation Model for Universal Prompt-Driven Medical Image SegmentationZiyang Yan이 arXiv에 게시한 'Medical SAM3: A Foundation Model for Universal Prompt-Driven Medical Image Segmentation' 논문에 대한 자세한 리뷰입니다.#Review#Medical Image Segmentation#Foundation Models#SAM3#Fine-tuning#Prompt-driven#Domain Adaptation#Text-guided Segmentation2026년 1월 19일댓글 수 로딩 중
[논문리뷰] CoDance: An Unbind-Rebind Paradigm for Robust Multi-Subject AnimationHengshuang이 arXiv에 게시한 'CoDance: An Unbind-Rebind Paradigm for Robust Multi-Subject Animation' 논문에 대한 자세한 리뷰입니다.#Review#Multi-subject Animation#Pose-driven Animation#Diffusion Models#Spatial Misalignment#Unbind-Rebind Paradigm#Character Animation#Video Generation2026년 1월 19일댓글 수 로딩 중
[논문리뷰] CLARE: Continual Learning for Vision-Language-Action Models via Autonomous Adapter Routing and ExpansionarXiv에 게시된 'CLARE: Continual Learning for Vision-Language-Action Models via Autonomous Adapter Routing and Expansion' 논문에 대한 자세한 리뷰입니다.#Review#Continual Learning#Vision-Language-Action Models#Adapter Learning#Catastrophic Forgetting#Autonomous Routing#Parameter-Efficient Learning#Robotics2026년 1월 19일댓글 수 로딩 중
[논문리뷰] ABC-Bench: Benchmarking Agentic Backend Coding in Real-World DevelopmentarXiv에 게시된 'ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development' 논문에 대한 자세한 리뷰입니다.#Review#Backend Development#LLM Agents#Code Generation#Benchmarking#DevOps#Containerization#End-to-End Testing#Environment Configuration2026년 1월 19일댓글 수 로딩 중
[논문리뷰] When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMsarXiv에 게시된 'When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMs' 논문에 대한 자세한 리뷰입니다.#Review#Personalized LLMs#Hallucination Mitigation#Factual Reasoning#Representation Entanglement#Inference-time Steering#Question Answering#Factuality Preservation2026년 1월 18일댓글 수 로딩 중
[논문리뷰] Reasoning Models Generate Societies of ThoughtJames Evans이 arXiv에 게시한 'Reasoning Models Generate Societies of Thought' 논문에 대한 자세한 리뷰입니다.#Review#Reasoning Models#Large Language Models (LLMs)#Multi-Agent Systems#Society of Thought#Mechanistic Interpretability#Reinforcement Learning#Cognitive Diversity#Conversational AI2026년 1월 18일댓글 수 로딩 중
[논문리뷰] More Images, More Problems? A Controlled Analysis of VLM Failure ModesarXiv에 게시된 'More Images, More Problems? A Controlled Analysis of VLM Failure Modes' 논문에 대한 자세한 리뷰입니다.#Review#Vision Language Models#Multi-Image Understanding#Failure Analysis#Evaluation Benchmark#Attention Mechanism#Fine-tuning#MIMIC2026년 1월 18일댓글 수 로딩 중
[논문리뷰] Language of Thought Shapes Output Diversity in Large Language ModelsarXiv에 게시된 'Language of Thought Shapes Output Diversity in Large Language Models' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Output Diversity#Multilingual Reasoning#Language of Thought#Sampling Strategies#Pluralistic Alignment#Hidden State Analysis#Cognitive Science2026년 1월 18일댓글 수 로딩 중
[논문리뷰] AstroReason-Bench: Evaluating Unified Agentic Planning across Heterogeneous Space Planning ProblemsXipeng Qiu이 arXiv에 게시한 'AstroReason-Bench: Evaluating Unified Agentic Planning across Heterogeneous Space Planning Problems' 논문에 대한 자세한 리뷰입니다.#Review#LLM Agents#Space Planning#Benchmark#Agentic Planning#Physics Constraints#Decision Making#Zero-Shot Learning2026년 1월 18일댓글 수 로딩 중
[논문리뷰] VQ-Seg: Vector-Quantized Token Perturbation for Semi-Supervised Medical Image SegmentationLei Zhu이 arXiv에 게시한 'VQ-Seg: Vector-Quantized Token Perturbation for Semi-Supervised Medical Image Segmentation' 논문에 대한 자세한 리뷰입니다.#Review#Semi-supervised Learning#Medical Image Segmentation#Vector Quantization#Consistency Learning#Feature Perturbation#Foundation Models#Dropout Replacement2026년 1월 15일댓글 수 로딩 중
[논문리뷰] VIBE: Visual Instruction Based EditorBulat Suleimanov이 arXiv에 게시한 'VIBE: Visual Instruction Based Editor' 논문에 대한 자세한 리뷰입니다.#Review#Instruction-Based Image Editing#Diffusion Models#Vision-Language Models (VLM)#Model Efficiency#Multi-stage Training#Preference Alignment#Source Consistency2026년 1월 15일댓글 수 로딩 중
[논문리뷰] Urban Socio-Semantic Segmentation with Vision-Language ReasoningarXiv에 게시된 'Urban Socio-Semantic Segmentation with Vision-Language Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Urban Segmentation#Socio-Semantic#Vision-Language Models (VLMs)#Reinforcement Learning#Geospatial Data#Multi-modal Reasoning#SAM2026년 1월 15일댓글 수 로딩 중
[논문리뷰] Transition Matching Distillation for Fast Video GenerationarXiv에 게시된 'Transition Matching Distillation for Fast Video Generation' 논문에 대한 자세한 리뷰입니다.#Review#Video Generation#Diffusion Models#Model Distillation#Few-Step Sampling#Transition Matching#Flow Matching#DMD2#Efficiency2026년 1월 15일댓글 수 로딩 중
[논문리뷰] Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning EngineeringarXiv에 게시된 'Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering' 논문에 대한 자세한 리뷰입니다.#Review#Agentic AI#Long-Horizon Autonomy#Cognitive Accumulation#Hierarchical Cognitive Caching (HCC)#Context Management#Machine Learning Engineering (MLE)#LLM Agents2026년 1월 15일댓글 수 로딩 중
[논문리뷰] ToolSafe: Enhancing Tool Invocation Safety of LLM-based agents via Proactive Step-level Guardrail and FeedbackShikun Zhang이 arXiv에 게시한 'ToolSafe: Enhancing Tool Invocation Safety of LLM-based agents via Proactive Step-level Guardrail and Feedback' 논문에 대한 자세한 리뷰입니다.#Review#LLM Agents#Tool Use Safety#Guardrail#Step-level Safety Detection#Prompt Injection#Reinforcement Learning#Feedback Framework2026년 1월 15일댓글 수 로딩 중
[논문리뷰] Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM EncodersarXiv에 게시된 'Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders' 논문에 대한 자세한 리뷰입니다.#Review#Text-to-Image#Diffusion Models#LLM Encoders#Reasoning-Aware AI#Reinforcement Learning#Dual-GRPO#Prompt Rewriting2026년 1월 15일댓글 수 로딩 중
[논문리뷰] STEP3-VL-10B Technical ReportarXiv에 게시된 'STEP3-VL-10B Technical Report' 논문에 대한 자세한 리뷰입니다.#Review#Multimodal Large Language Models#Vision-Language Models#Reinforcement Learning#Parallel Coordinated Reasoning#Model Efficiency#Foundation Models#Pre-training#Post-training2026년 1월 15일댓글 수 로딩 중
[논문리뷰] Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMsarXiv에 게시된 'Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs' 논문에 대한 자세한 리뷰입니다.#Review#Reinforcement Learning (RL)#Large Language Models (LLMs)#Exploration Collapse#Strategy-level Diversity#Uniqueness-Aware Rewarding#Creative Problem Solving#Pass@k2026년 1월 15일댓글 수 로딩 중
[논문리뷰] Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and GroundingMohammadreza Salehi이 arXiv에 게시한 'Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding' 논문에 대한 자세한 리뷰입니다.#Review#Vision-Language Models#Video Understanding#Grounding#Open Weights#Open Data#Multimodal AI#Object Tracking#Dense Captioning2026년 1월 15일댓글 수 로딩 중
[논문리뷰] MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite MatchingarXiv에 게시된 'MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching' 논문에 대한 자세한 리뷰입니다.#Review#Tool-Integrated Reasoning#LLMs#Reinforcement Learning#Fine-Grained Supervision#Bipartite Matching#Credit Assignment#Advantage Estimation2026년 1월 15일댓글 수 로딩 중