Review

[논문리뷰] LATTICE: Democratize High-Fidelity 3D Generation at Scale

Qingxiang Lin이 arXiv에 게시한 'LATTICE: Democratize High-Fidelity 3D Generation at Scale' 논문에 대한 자세한 리뷰입니다.

#Review #3D Generation #High-Fidelity #Latent Representation #Voxel Grid #Diffusion Models #Transformer #Scalable AI #Asset Creation

2025년 12월 4일

[논문리뷰] Generative Neural Video Compression via Video Diffusion Prior

arXiv에 게시된 'Generative Neural Video Compression via Video Diffusion Prior' 논문에 대한 자세한 리뷰입니다.

#Review #Neural Video Compression #Diffusion Models #Generative Models #Video Compression #Temporal Coherence #Perceptual Quality #Flow Matching #Video Diffusion Transformer (VideoDiT)

2025년 12월 4일

[논문리뷰] GaussianBlender: Instant Stylization of 3D Gaussians with Disentangled Latent Spaces

Sezer Karaoglu이 arXiv에 게시한 'GaussianBlender: Instant Stylization of 3D Gaussians with Disentangled Latent Spaces' 논문에 대한 자세한 리뷰입니다.

#Review #3D Gaussian Splatting #Text-to-3D Stylization #Latent Diffusion Models #Disentangled Latent Spaces #Feed-forward Editing #Geometry Preservation #Multi-view Consistency

2025년 12월 4일

[논문리뷰] FMA-Net++: Motion- and Exposure-Aware Real-World Joint Video Super-Resolution and Deblurring

Munchurl Kim이 arXiv에 게시한 'FMA-Net++: Motion- and Exposure-Aware Real-World Joint Video Super-Resolution and Deblurring' 논문에 대한 자세한 리뷰입니다.

#Review #Video Super-Resolution #Video Deblurring #Joint Restoration #Exposure-Aware #Motion Compensation #Transformer Architecture #Dynamic Filtering #Real-World Degradations

2025년 12월 4일

[논문리뷰] EgoLCD: Egocentric Video Generation with Long Context Diffusion

arXiv에 게시된 'EgoLCD: Egocentric Video Generation with Long Context Diffusion' 논문에 대한 자세한 리뷰입니다.

#Review #Egocentric Video Generation #Long-Context Diffusion #Long-Short Memory #Sparse KV Cache #Memory Regulation Loss #Structured Narrative Prompting #World Models #Embodied AI

2025년 12월 4일

[논문리뷰] DynamicVerse: A Physically-Aware Multimodal Framework for 4D World Modeling

arXiv에 게시된 'DynamicVerse: A Physically-Aware Multimodal Framework for 4D World Modeling' 논문에 대한 자세한 리뷰입니다.

#Review #4D World Modeling #Multimodal Data #Dynamic Scenes #Metric-Scale #Bundle Adjustment #Foundation Models #Video Analysis #Data Curation

2025년 12월 4일

[논문리뷰] DraCo: Draft as CoT for Text-to-Image Preview and Rare Concept Generation

Ziyu Guo이 arXiv에 게시한 'DraCo: Draft as CoT for Text-to-Image Preview and Rare Concept Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Text-to-Image Generation #Chain-of-Thought (CoT)#Multimodal Large Language Models (MLLMs)#Visual Planning #Rare Concept Generation #Drafting #Classifier-Free Guidance (CFG)#Image Refinement

2025년 12월 4일

[논문리뷰] DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle

arXiv에 게시된 'DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle' 논문에 대한 자세한 리뷰입니다.

#Review #Data Agents #Benchmarking #Data Engineering #Data Analysis #LLM-as-Judge #Full Data Intelligence Lifecycle #Repository-Level #Open-Ended Tasks

2025년 12월 4일

[논문리뷰] BulletTime: Decoupled Control of Time and Camera Pose for Video Generation

Jan Ackermann이 arXiv에 게시한 'BulletTime: Decoupled Control of Time and Camera Pose for Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Diffusion Models #4D Control #Camera Pose Control #Time Control #Positional Encoding #Adaptive Normalization #Synthetic Dataset

2025년 12월 4일

[논문리뷰] Aligned but Stereotypical? The Hidden Influence of System Prompts on Social Bias in LVLM-Based Text-to-Image Models

arXiv에 게시된 'Aligned but Stereotypical? The Hidden Influence of System Prompts on Social Bias in LVLM-Based Text-to-Image Models' 논문에 대한 자세한 리뷰입니다.

#Review #Text-to-Image #LVLM #Social Bias #System Prompts #Bias Mitigation #Meta-Prompting #Fairness #Generative AI

2025년 12월 4일

[논문리뷰] ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning

arXiv에 게시된 'ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Reward Models #Agentic AI #Tool Use #Reinforcement Learning #Visual Reasoning #Multimodal LLMs #Instruction Following #Evaluation Benchmarks

2025년 12월 4일

[논문리뷰] 4DLangVGGT: 4D Language-Visual Geometry Grounded Transformer

arXiv에 게시된 '4DLangVGGT: 4D Language-Visual Geometry Grounded Transformer' 논문에 대한 자세한 리뷰입니다.

#Review #4D Scene Understanding #Language Grounding #Transformer #Feed-forward Network #Semantic Field #Geometry Reconstruction #Embodied AI

2025년 12월 4일

[논문리뷰] ViDiC: Video Difference Captioning

jiakaiW이 arXiv에 게시한 'ViDiC: Video Difference Captioning' 논문에 대한 자세한 리뷰입니다.

#Review #Video Difference Captioning #Multimodal Large Language Models #Video Understanding #Comparative Reasoning #Evaluation Benchmark #LLM-as-a-Judge #ViDiC-1K

2025년 12월 3일

[논문리뷰] UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs

arXiv에 게시된 'UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Compression #Quantization #Pruning #Edge AI #Adaptive Deployment #Transformer #State Space Models #Hybrid Models #One-shot Compression

2025년 12월 3일

[논문리뷰] Thinking with Programming Vision: Towards a Unified View for Thinking with Images

Tao Jin이 arXiv에 게시한 'Thinking with Programming Vision: Towards a Unified View for Thinking with Images' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal LLM #Tool Learning #Code Generation #Reinforcement Learning #Image Manipulation #Robustness #Error Recovery #Programming Vision

2025년 12월 3일

[논문리뷰] Steering Vision-Language-Action Models as Anti-Exploration: A Test-Time Scaling Approach

Xiu Li이 arXiv에 게시한 'Steering Vision-Language-Action Models as Anti-Exploration: A Test-Time Scaling Approach' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action Models #Anti-Exploration #Test-Time Scaling #Pseudo-Count #Coin Flipping Network #Offline Reinforcement Learning #Robotics

2025년 12월 3일

[논문리뷰] SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL

arXiv에 게시된 'SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL' 논문에 대한 자세한 리뷰입니다.

#Review #Spatial Reasoning #Vision Language Models #Reinforcement Learning #Tool Augmentation #Robotics #Multi-Tool Use #Embodied AI

2025년 12월 3일

[논문리뷰] SkillFactory: Self-Distillation For Learning Cognitive Behaviors

Manya Wadhwa이 arXiv에 게시한 'SkillFactory: Self-Distillation For Learning Cognitive Behaviors' 논문에 대한 자세한 리뷰입니다.

#Review #Self-Distillation #Cognitive Skills #Reinforcement Learning #Supervised Fine-Tuning #Language Models #Reasoning #Verification #Retrying

2025년 12월 3일

[논문리뷰] SR-GRPO: Stable Rank as an Intrinsic Geometric Reward for Large Language Model Alignment

Yi Yang이 arXiv에 게시한 'SR-GRPO: Stable Rank as an Intrinsic Geometric Reward for Large Language Model Alignment' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Alignment #Stable Rank #Intrinsic Reward #Reinforcement Learning #Geometric Properties #Group Relative Policy Optimization #Annotation-Free Alignment

2025년 12월 3일

[논문리뷰] RELIC: Interactive Video World Model with Long-Horizon Memory

Chongjian Ge이 arXiv에 게시한 'RELIC: Interactive Video World Model with Long-Horizon Memory' 논문에 대한 자세한 리뷰입니다.

#Review #Interactive World Model #Video Generation #Long-Horizon Memory #Real-Time Streaming #Diffusion Models #Autoregressive Models #Spatial Consistency #Unreal Engine

2025년 12월 3일