Review

[논문리뷰] Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving

arXiv에 게시된 'Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving' 논문에 대한 자세한 리뷰입니다.

#Review #Mathematical Reasoning #Long-Horizon Reasoning #Multi-Agent System #Reinforcement Learning #Olympiad Problems #Lemma Memory #Context Length #OREAL-H

2025년 12월 11일

[논문리뷰] H2R-Grounder: A Paired-Data-Free Paradigm for Translating Human Interaction Videos into Physically Grounded Robot Videos

Mike Zheng Shou이 arXiv에 게시한 'H2R-Grounder: A Paired-Data-Free Paradigm for Translating Human Interaction Videos into Physically Grounded Robot Videos' 논문에 대한 자세한 리뷰입니다.

#Review #Video-to-Video Translation #Robot Learning #Human-Robot Transfer #Diffusion Models #Unpaired Data Learning #Pose-Guided Generation #Embodiment Gap Bridging

2025년 12월 11일

[논문리뷰] From Macro to Micro: Benchmarking Microscopic Spatial Intelligence on Molecules via Vision-Language Models

arXiv에 게시된 'From Macro to Micro: Benchmarking Microscopic Spatial Intelligence on Molecules via Vision-Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models #Microscopic Spatial Intelligence #Molecular Structures #Benchmarking #PDBbind Dataset #Spatial Reasoning #Drug Discovery

2025년 12월 11일

[논문리뷰] Fed-SE: Federated Self-Evolution for Privacy-Constrained Multi-Environment LLM Agents

Xiaodong Gu이 arXiv에 게시한 'Fed-SE: Federated Self-Evolution for Privacy-Constrained Multi-Environment LLM Agents' 논문에 대한 자세한 리뷰입니다.

#Review #Federated Learning (FL)#LLM Agents #Self-Evolution #Privacy-Preserving #Multi-Environment #Parameter-Efficient Fine-Tuning #Low-Rank Aggregation #Reinforcement Learning

2025년 12월 11일

[논문리뷰] Evaluating Gemini Robotics Policies in a Veo World Simulator

arXiv에 게시된 'Evaluating Gemini Robotics Policies in a Veo World Simulator' 논문에 대한 자세한 리뷰입니다.

#Review #Robotics #Policy Evaluation #World Model #Video Generation #Out-of-Distribution (OOD)#Safety #Gemini Robotics #Veo Simulator

2025년 12월 11일

[논문리뷰] Confucius Code Agent: An Open-sourced AI Software Engineer at Industrial Scale

arXiv에 게시된 'Confucius Code Agent: An Open-sourced AI Software Engineer at Industrial Scale' 논문에 대한 자세한 리뷰입니다.

#Review #AI Agent #Software Engineering #Open-Source #LLM #Orchestrator #Context Management #Long-term Memory #Meta-agent

2025년 12월 11일

[논문리뷰] Are We Ready for RL in Text-to-3D Generation? A Progressive Investigation

arXiv에 게시된 'Are We Ready for RL in Text-to-3D Generation? A Progressive Investigation' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Text-to-3D Generation #Autoregressive Models #Reward Modeling #Hierarchical RL #3D Benchmarking #ShapeLLM-Omni

2025년 12월 11일

[논문리뷰] Achieving Olympia-Level Geometry Large Language Model Agent via Complexity Boosting Reinforcement Learning

arXiv에 게시된 'Achieving Olympia-Level Geometry Large Language Model Agent via Complexity Boosting Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Geometry Problem Solving #Reinforcement Learning #Curriculum Learning #Auxiliary Construction #Symbolic Reasoning #IMO

2025년 12월 11일

[논문리뷰] WonderZoom: Multi-Scale 3D World Generation

Jiajun Wu이 arXiv에 게시한 'WonderZoom: Multi-Scale 3D World Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-Scale 3D Generation #Gaussian Surfel #Progressive Synthesis #Neural Rendering #Scale-Adaptive #Content Creation #Zoom-in

2025년 12월 10일

[논문리뷰] VideoSSM: Autoregressive Long Video Generation with Hybrid State-Space Memory

arXiv에 게시된 'VideoSSM: Autoregressive Long Video Generation with Hybrid State-Space Memory' 논문에 대한 자세한 리뷰입니다.

#Review #Autoregressive Video Generation #Diffusion Models #Hybrid Memory #State-Space Models (SSM)#Long Video Synthesis #Temporal Consistency #Interactive AI

2025년 12월 10일

[논문리뷰] UniUGP: Unifying Understanding, Generation, and Planing For End-to-end Autonomous Driving

arXiv에 게시된 'UniUGP: Unifying Understanding, Generation, and Planing For End-to-end Autonomous Driving' 논문에 대한 자세한 리뷰입니다.

#Review #Autonomous Driving #End-to-End Learning #Vision-Language Models #World Model #Chain-of-Thought #Video Generation #Trajectory Planning #Multimodal Learning

2025년 12월 10일

[논문리뷰] TED-4DGS: Temporally Activated and Embedding-based Deformation for 4DGS Compression

arXiv에 게시된 'TED-4DGS: Temporally Activated and Embedding-based Deformation for 4DGS Compression' 논문에 대한 자세한 리뷰입니다.

#Review #4D Gaussian Splatting #Dynamic Scene Compression #Rate-Distortion Optimization #Temporal Activation #Embedding-based Deformation #Neural Compression #3D Gaussian Splatting

2025년 12월 10일

[논문리뷰] StereoWorld: Geometry-Aware Monocular-to-Stereo Video Generation

Guixun Luo이 arXiv에 게시한 'StereoWorld: Geometry-Aware Monocular-to-Stereo Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Monocular-to-Stereo #Video Generation #Diffusion Models #Geometry-Aware #XR #IPD-aligned Dataset #Novel View Synthesis

2025년 12월 10일

[논문리뷰] Reinventing Clinical Dialogue: Agentic Paradigms for LLM Enabled Healthcare Communication

Hengshu Zhu이 arXiv에 게시한 'Reinventing Clinical Dialogue: Agentic Paradigms for LLM Enabled Healthcare Communication' 논문에 대한 자세한 리뷰입니다.

#Review #Clinical Dialogue #LLM Agents #Healthcare AI #Agentic Paradigm #Medical Decision Support #Knowledge Grounding #AI Safety #Workflow Automation

2025년 12월 10일

[논문리뷰] Pay Less Attention to Function Words for Free Robustness of Vision-Language Models

arXiv에 게시된 'Pay Less Attention to Function Words for Free Robustness of Vision-Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models #Adversarial Robustness #Function Words #Cross-Attention #Adversarial Attacks #Differential Attention #Vision-Language Alignment

2025년 12월 10일

[논문리뷰] OmniPSD: Layered PSD Generation with Diffusion Transformer

Cheng Liu이 arXiv에 게시한 'OmniPSD: Layered PSD Generation with Diffusion Transformer' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Transformer #PSD Generation #Image Decomposition #RGBA-VAE #In-Context Learning #Text-to-PSD #Image-to-PSD

2025년 12월 10일

[논문리뷰] Learning Unmasking Policies for Diffusion Language Models

arXiv에 게시된 'Learning Unmasking Policies for Diffusion Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Language Models #Reinforcement Learning #Masked Diffusion #Sampling Policy #Inference Optimization #Markov Decision Process #Generative AI #Text Generation

2025년 12월 10일

[논문리뷰] InfiniteVL: Synergizing Linear and Sparse Attention for Highly-Efficient, Unlimited-Input Vision-Language Models

arXiv에 게시된 'InfiniteVL: Synergizing Linear and Sparse Attention for Highly-Efficient, Unlimited-Input Vision-Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models #Linear Attention #Sliding Window Attention #Gated DeltaNet #Long-Context Understanding #Efficiency #Hybrid Architecture #Multimodal Learning

2025년 12월 10일

[논문리뷰] IF-Bench: Benchmarking and Enhancing MLLMs for Infrared Images with Generative Visual Prompting

arXiv에 게시된 'IF-Bench: Benchmarking and Enhancing MLLMs for Infrared Images with Generative Visual Prompting' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Large Language Models (MLLMs)#Infrared Image Understanding #Benchmark Dataset #Visual Question Answering (VQA)#Generative Visual Prompting (GenViP)#Domain Adaptation #Image-to-Image Translation

2025년 12월 10일

[논문리뷰] HiF-VLA: Hindsight, Insight and Foresight through Motion Representation for Vision-Language-Action Models

arXiv에 게시된 'HiF-VLA: Hindsight, Insight and Foresight through Motion Representation for Vision-Language-Action Models' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action #Motion Representation #Temporal Reasoning #Long-Horizon Manipulation #Hindsight #Foresight #Robotics

2025년 12월 10일