[논문리뷰] EvoFSM: Controllable Self-Evolution for Deep Research with Finite State MachinesarXiv에 게시된 'EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines' 논문에 대한 자세한 리뷰입니다.#Review#LLM Agents#Self-Evolution#Finite State Machines#Deep Research#Multi-hop QA#Adaptive Workflow#Memory Mechanism#Controllable AI2026년 1월 14일댓글 수 로딩 중
[논문리뷰] Efficient Camera-Controlled Video Generation of Static Scenes via Sparse Diffusion and 3D RenderingAyush Tewari이 arXiv에 게시한 'Efficient Camera-Controlled Video Generation of Static Scenes via Sparse Diffusion and 3D Rendering' 논문에 대한 자세한 리뷰입니다.#Review#Video Generation#Diffusion Models#3D Reconstruction#3D Gaussian Splatting#Camera-Controlled#Sparse Keyframes#Real-time#Computational Efficiency2026년 1월 14일댓글 수 로딩 중
[논문리뷰] Distribution-Aligned Sequence Distillation for Superior Long-CoT ReasoningarXiv에 게시된 'Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Knowledge Distillation#Sequence-level Distillation#Chain-of-Thought Reasoning (CoT)#Large Language Models (LLMs)#Temperature-scheduled Learning#Divergence-aware Sampling#Mixed-policy Distillation#Open-source Models2026년 1월 14일댓글 수 로딩 중
[논문리뷰] DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic EvaluationarXiv에 게시된 'DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation' 논문에 대한 자세한 리뷰입니다.#Review#Agentic AI#Deep Research Systems#Automated Evaluation#Task Construction#Fact-Checking#LLM Benchmarking#Adaptive Evaluation2026년 1월 14일댓글 수 로딩 중
[논문리뷰] Controlled Self-Evolution for Algorithmic Code OptimizationarXiv에 게시된 'Controlled Self-Evolution for Algorithmic Code Optimization' 논문에 대한 자세한 리뷰입니다.#Review#Self-Evolution#Code Optimization#Large Language Models#Genetic Algorithms#Hierarchical Memory#Algorithmic Code Generation#Exploration Efficiency2026년 1월 14일댓글 수 로딩 중
[논문리뷰] Are LLMs Vulnerable to Preference-Undermining Attacks (PUA)? A Factorial Analysis Methodology for Diagnosing the Trade-off between Preference Alignment and Real-World ValidityChi Zhang이 arXiv에 게시한 'Are LLMs Vulnerable to Preference-Undermining Attacks (PUA)? A Factorial Analysis Methodology for Diagnosing the Trade-off between Preference Alignment and Real-World Validity' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Preference Alignment#Preference-Undermining Attacks#Factorial Analysis#Sycophancy#Prompt Engineering#Truth-Deference Trade-off2026년 1월 14일댓글 수 로딩 중
[논문리뷰] A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor ActivationKai He이 arXiv에 게시한 'A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation' 논문에 대한 자세한 리뷰입니다.#Review#Scientific Reasoning#Memory-Driven AI#Benchmarking#Large Language Models (LLMs)#Anchor-Attractor Activation#Episodic Memory#Knowledge Retrieval2026년 1월 14일댓글 수 로딩 중
[논문리뷰] VLingNav: Embodied Navigation with Adaptive Reasoning and Visual-Assisted Linguistic MemoryarXiv에 게시된 'VLingNav: Embodied Navigation with Adaptive Reasoning and Visual-Assisted Linguistic Memory' 논문에 대한 자세한 리뷰입니다.#Review#Embodied Navigation#VLA Model#Adaptive Reasoning#Chain-of-Thought (CoT)#Linguistic Memory#Reinforcement Learning#Sim-to-Real Transfer#Multi-task Learning2026년 1월 13일댓글 수 로딩 중
[논문리뷰] User-Oriented Multi-Turn Dialogue Generation with Tool Use at scalearXiv에 게시된 'User-Oriented Multi-Turn Dialogue Generation with Tool Use at scale' 논문에 대한 자세한 리뷰입니다.#Review#Multi-Turn Dialogue Generation#Tool Use#Autonomous Agents#Large Reasoning Models#User Simulation#Synthetic Data Generation#SQL-based Tools#Agentic Benchmarks2026년 1월 13일댓글 수 로딩 중
[논문리뷰] Towards Comprehensive Stage-wise Benchmarking of Large Language Models in Fact-CheckingZhen Ye이 arXiv에 게시한 'Towards Comprehensive Stage-wise Benchmarking of Large Language Models in Fact-Checking' 논문에 대한 자세한 리뷰입니다.#Review#Fact-Checking#Large Language Models (LLMs)#Benchmarking#Multi-agent System#Stage-wise Evaluation#Claim Evolution#Trustworthy AI2026년 1월 13일댓글 수 로딩 중
[논문리뷰] The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use AgentsJunjue Wang이 arXiv에 게시한 'The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents' 논문에 대한 자세한 리뷰입니다.#Review#LLM Agents#Calibration#Tool Use#Reinforcement Learning#Miscalibration#Overconfidence#Trustworthy AI2026년 1월 13일댓글 수 로딩 중
[논문리뷰] Solar Open Technical ReportarXiv에 게시된 'Solar Open Technical Report' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Mixture-of-Experts#Korean LLM#Synthetic Data Generation#Curriculum Learning#Reinforcement Learning#Tokenizer Optimization#Multilingual AI2026년 1월 13일댓글 수 로딩 중
[논문리뷰] SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge DevicesarXiv에 게시된 'SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices' 논문에 대한 자세한 리뷰입니다.#Review#Diffusion Transformers#Edge AI#Efficient Image Generation#Sparse Attention#Elastic Training#Knowledge Distillation#Mobile AI#High-Fidelity2026년 1월 13일댓글 수 로딩 중
[논문리뷰] ShowUI-π: Flow-based Generative Models as GUI Dexterous HandsarXiv에 게시된 'ShowUI-π: Flow-based Generative Models as GUI Dexterous Hands' 논문에 대한 자세한 리뷰입니다.#Review#GUI Automation#Flow-based Generative Models#Continuous Control#Vision-Language Models#Human-Computer Interaction#ScreenDrag Benchmark#Dexterous Manipulation2026년 1월 13일댓글 수 로딩 중
[논문리뷰] Motion Attribution for Video GenerationarXiv에 게시된 'Motion Attribution for Video Generation' 논문에 대한 자세한 리뷰입니다.#Review#Motion Attribution#Video Generation#Diffusion Models#Gradient-based Attribution#Temporal Dynamics#Motion Masking#Fine-tuning#Data Curation2026년 1월 13일댓글 수 로딩 중
[논문리뷰] Ministral 3arXiv에 게시된 'Ministral 3' 논문에 대한 자세한 리뷰입니다.#Review#Large Language Models#Model Distillation#Pruning#Parameter-Efficient AI#Multimodal LLMs#Instruction Tuning#Reinforcement Learning from Human Feedback#Open-Source AI2026년 1월 13일댓글 수 로딩 중
[논문리뷰] MemoBrain: Executive Memory as an Agentic Brain for ReasoningZheng Liu이 arXiv에 게시한 'MemoBrain: Executive Memory as an Agentic Brain for Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#Executive Memory#LLM Agents#Reasoning#Context Management#Tool-Augmented Agents#Memory Management#Trajectory Folding#Preference Optimization2026년 1월 13일댓글 수 로딩 중
[논문리뷰] MemGovern: Enhancing Code Agents through Learning from Governed Human ExperiencesRui Xu이 arXiv에 게시한 'MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences' 논문에 대한 자세한 리뷰입니다.#Review#Code Agents#Software Engineering#Experiential Memory#GitHub Data#Experience Governance#Agentic Search#LLM Applications#Bug Fixing2026년 1월 13일댓글 수 로딩 중
[논문리뷰] KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital CompanionsChenglong Li이 arXiv에 게시한 'KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions' 논문에 대한 자세한 리뷰입니다.#Review#Person Understanding#Lifelong Digital Companions#Memory Benchmarking#Autobiographical Narratives#Cognitive Stream#Flashback Handling#LLM Evaluation#Hierarchical Reasoning2026년 1월 13일댓글 수 로딩 중
[논문리뷰] JudgeRLVR: Judge First, Generate Second for Efficient ReasoningSujian Li이 arXiv에 게시한 'JudgeRLVR: Judge First, Generate Second for Efficient Reasoning' 논문에 대한 자세한 리뷰입니다.#Review#RLVR#LLMs#Reasoning#Judge-then-Generate#Quality-Efficiency#Discriminative Supervision#Mathematical Reasoning#Backtracking Reduction2026년 1월 13일댓글 수 로딩 중