Review

[논문리뷰] Efficiently Reconstructing Dynamic Scenes One D4RT at a Time

arXiv에 게시된 'Efficiently Reconstructing Dynamic Scenes One D4RT at a Time' 논문에 대한 자세한 리뷰입니다.

#Review #Dynamic Scene Reconstruction #4D Reconstruction #Point Tracking #Transformer Architecture #Feedforward Model #Query-based Inference #Computer Vision #Geometric Consistency

2025년 12월 9일

[논문리뷰] EcomBench: Towards Holistic Evaluation of Foundation Agents in E-commerce

arXiv에 게시된 'EcomBench: Towards Holistic Evaluation of Foundation Agents in E-commerce' 논문에 대한 자세한 리뷰입니다.

#Review #E-commerce #Foundation Agents #LLM Agents #Benchmark #Agent Evaluation #Tool Use #Multi-step Reasoning #Real-world Scenarios

2025년 12월 9일

[논문리뷰] DeepCode: Open Agentic Coding

Chao Huang이 arXiv에 게시한 'DeepCode: Open Agentic Coding' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic Coding #LLM #Code Generation #Repository Synthesis #Information Flow Management #Code Memory #CodeRAG #Automated Verification #Scientific Reproduction

2025년 12월 9일

[논문리뷰] Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training

Dim P. Papadopoulos이 arXiv에 게시한 'Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training' 논문에 대한 자세한 리뷰입니다.

#Review #Unsupervised Video Instance Segmentation #Self-Training #Quality Assessment #Pseudo-labeling #Domain Adaptation #VideoMask2Former #YouTubeVIS

2025년 12월 9일

[논문리뷰] Voxify3D: Pixel Art Meets Volumetric Rendering

Yu-Lun Liu이 arXiv에 게시한 'Voxify3D: Pixel Art Meets Volumetric Rendering' 논문에 대한 자세한 리뷰입니다.

#Review #Voxel Art #Volumetric Rendering #3D Stylization #Neural Radiance Fields #Discrete Optimization #Gumbel-Softmax #CLIP Loss

2025년 12월 8일

[논문리뷰] VideoVLA: Video Generators Can Be Generalizable Robot Manipulators

Yaobo Liang이 arXiv에 게시한 'VideoVLA: Video Generators Can Be Generalizable Robot Manipulators' 논문에 대한 자세한 리뷰입니다.

#Review #Robot Manipulation #Video Generation Models #Vision-Language-Action (VLA)#Diffusion Transformer #Generalization #Action Prediction #Visual Imagination

2025년 12월 8일

[논문리뷰] VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning

Yansong Tang이 arXiv에 게시한 'VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Tool-integrated Visual Reasoning #Referring Grounded Reasoning #Agentic Reinforcement Learning #Self-Correction #Large Vision-Language Models #Chain-of-Thought #Tool Refinement

2025년 12월 8일

[논문리뷰] UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation

arXiv에 게시된 'UnityVideo: Unified Multi-Modal Multi-Task Learning for Enhancing World-Aware Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Multi-modal Learning #Multi-task Learning #Zero-shot Generalization #Diffusion Models #World Models #Video Understanding

2025년 12월 8일

[논문리뷰] Unified Video Editing with Temporal Reasoner

arXiv에 게시된 'Unified Video Editing with Temporal Reasoner' 논문에 대한 자세한 리뷰입니다.

#Review #Video Editing #Diffusion Models #Temporal Reasoning #Chain-of-Thought #In-Context Learning #ROPE #Multi-instance Editing

2025년 12월 8일

[논문리뷰] Scaling Zero-Shot Reference-to-Video Generation

arXiv에 게시된 'Scaling Zero-Shot Reference-to-Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Reference-to-Video Generation #Zero-Shot Learning #Diffusion Models #Masked Training #Video-Text Pairs #Identity Preservation #Scalability #Attention Mechanism

2025년 12월 8일

[논문리뷰] Rethinking Training Dynamics in Scale-wise Autoregressive Generation

arXiv에 게시된 'Rethinking Training Dynamics in Scale-wise Autoregressive Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Autoregressive Generation #Visual Synthesis #Exposure Bias #Student Forcing #Self-Autoregressive Refinement #Scale-wise Prediction #Image Generation

2025년 12월 8일

[논문리뷰] Relational Visual Similarity

Jing Shi이 arXiv에 게시한 'Relational Visual Similarity' 논문에 대한 자세한 리뷰입니다.

#Review #Relational Similarity #Visual Similarity #Vision-Language Models #Anonymous Captioning #Image Retrieval #Analogical Reasoning #Dataset Curation

2025년 12월 8일

[논문리뷰] ReCamDriving: LiDAR-Free Camera-Controlled Novel Trajectory Video Generation

Taojun Ding이 arXiv에 게시한 'ReCamDriving: LiDAR-Free Camera-Controlled Novel Trajectory Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Camera Control #Novel Trajectory #3D Gaussian Splatting (3DGS)#LiDAR-Free #Diffusion Models #Autonomous Driving #Scene Synthesis

2025년 12월 8일

[논문리뷰] On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models

arXiv에 게시된 'On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning (RL)#Pre-training #Mid-training #Reasoning LMs #Generalization #Synthetic Reasoning Tasks #Process-level Supervision

2025년 12월 8일

[논문리뷰] OmniSafeBench-MM: A Unified Benchmark and Toolbox for Multimodal Jailbreak Attack-Defense Evaluation

Simeng Qin이 arXiv에 게시한 'OmniSafeBench-MM: A Unified Benchmark and Toolbox for Multimodal Jailbreak Attack-Defense Evaluation' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal LLMs #Jailbreak Attack #Attack-Defense Evaluation #Benchmark #Safety Alignment #Vulnerability Analysis #Risk Taxonomy #Evaluation Metrics

2025년 12월 8일

[논문리뷰] Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning

arXiv에 게시된 'Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Large Language Models (LLMs)#Parallel Reasoning #Self-Distilled Reinforcement Learning #Policy Optimization #Inference Acceleration #Structured Output #Agentic Reasoning

2025년 12월 8일

[논문리뷰] Multi-view Pyramid Transformer: Look Coarser to See Broader

Jungwoo Kim이 arXiv에 게시한 'Multi-view Pyramid Transformer: Look Coarser to See Broader' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-view Transformer #3D Reconstruction #Hierarchical Attention #Computational Efficiency #3D Gaussian Splatting #Novel View Synthesis #Scalability

2025년 12월 8일

[논문리뷰] LongCat-Image Technical Report

arXiv에 게시된 'LongCat-Image Technical Report' 논문에 대한 자세한 리뷰입니다.

#Review #Image Generation #Text-to-Image #Image Editing #Diffusion Model #Multilingual Text Rendering #Photorealism #Efficiency #Open-Source

2025년 12월 8일

[논문리뷰] Group Representational Position Encoding

arXiv에 게시된 'Group Representational Position Encoding' 논문에 대한 자세한 리뷰입니다.

#Review #Positional Encoding #Group Theory #Transformer #RoPE #ALiBi #Lie Groups #Multiplicative PE #Additive PE

2025년 12월 8일

[논문리뷰] EgoEdit: Dataset, Real-Time Streaming Model, and Benchmark for Egocentric Video Editing

arXiv에 게시된 'EgoEdit: Dataset, Real-Time Streaming Model, and Benchmark for Egocentric Video Editing' 논문에 대한 자세한 리뷰입니다.

#Review #Egocentric Video Editing #Real-Time Streaming #Augmented Reality #Video Generation #Dataset #Benchmark #Diffusion Models #Distillation

2025년 12월 8일