Review

[논문리뷰] PAI-Bench: A Comprehensive Benchmark For Physical AI

Humphrey Shi이 arXiv에 게시한 'PAI-Bench: A Comprehensive Benchmark For Physical AI' 논문에 대한 자세한 리뷰입니다.

#Review #Physical AI #Benchmark #Video Generation #Conditional Video Generation #Video Understanding #Multimodal LLMs #Physical Plausibility #Embodied Reasoning

2025년 12월 2일

[논문리뷰] MultiShotMaster: A Controllable Multi-Shot Video Generation Framework

arXiv에 게시된 'MultiShotMaster: A Controllable Multi-Shot Video Generation Framework' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-Shot Video Generation #Controllable Video Generation #Diffusion Models #RoPE #Spatiotemporal Consistency #Reference Injection #Data Curation Framework

2025년 12월 2일

[논문리뷰] Mixture of Horizons in Action Chunking

Zelong Sun이 arXiv에 게시한 'Mixture of Horizons in Action Chunking' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action Models #Action Chunking #Robotic Manipulation #Multi-horizon Planning #Transformer Architecture #Gated Fusion #Dynamic Inference

2025년 12월 2일

[논문리뷰] Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models

arXiv에 게시된 'Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Language Models #Masked Diffusion Language Models #Context Comprehension #Locality Bias #Mask Tokens #Fine-tuning #Mask-agnostic Loss #Long-context Processing

2025년 12월 2일

[논문리뷰] MG-Nav: Dual-Scale Visual Navigation via Sparse Spatial Memory

arXiv에 게시된 'MG-Nav: Dual-Scale Visual Navigation via Sparse Spatial Memory' 논문에 대한 자세한 리뷰입니다.

#Review #Visual Navigation #Dual-Scale Framework #Sparse Spatial Memory Graph #Memory-Guided Planning #Geometry-Enhanced Control #Zero-Shot Navigation #Embodied AI

2025년 12월 2일

[논문리뷰] Guided Self-Evolving LLMs with Minimal Human Supervision

arXiv에 게시된 'Guided Self-Evolving LLMs with Minimal Human Supervision' 논문에 대한 자세한 리뷰입니다.

#Review #Self-Evolving LLMs #Self-Play #Reinforcement Learning #Curriculum Learning #Few-shot Learning #Human Supervision #Concept Drift #Diversity Collapse

2025년 12월 2일

[논문리뷰] Glance: Accelerating Diffusion Models with 1 Sample

Linjie Li이 arXiv에 게시한 'Glance: Accelerating Diffusion Models with 1 Sample' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Acceleration #Distillation #LoRA #Few-shot Learning #Phase-aware #Image Generation #Computational Efficiency

2025년 12월 2일

[논문리뷰] GUI Exploration Lab: Enhancing Screen Navigation in Agents via Multi-Turn Reinforcement Learning

Kaijun Tan이 arXiv에 게시한 'GUI Exploration Lab: Enhancing Screen Navigation in Agents via Multi-Turn Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #GUI Agents #Screen Navigation #Reinforcement Learning #Multi-Turn RL #Simulation #Supervised Fine-tuning #Generalization

2025년 12월 2일

[논문리뷰] DualCamCtrl: Dual-Branch Diffusion Model for Geometry-Aware Camera-Controlled Video Generation

Zixin Zhang이 arXiv에 게시한 'DualCamCtrl: Dual-Branch Diffusion Model for Geometry-Aware Camera-Controlled Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Video Generation #Camera Control #Depth Estimation #Dual-Branch Architecture #Geometric Awareness #Semantic Alignment #Multi-modal Fusion

2025년 12월 2일

[논문리뷰] Does Hearing Help Seeing? Investigating Audio-Video Joint Denoising for Video Generation

arXiv에 게시된 'Does Hearing Help Seeing? Investigating Audio-Video Joint Denoising for Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Audio-Video Multimodal #Joint Denoising #Diffusion Models #Transformer Architecture #World Models #Physical Commonsense #Multimodal Training

2025년 12월 2일

[논문리뷰] DiG-Flow: Discrepancy-Guided Flow Matching for Robust VLA Models

arXiv에 게시된 'DiG-Flow: Discrepancy-Guided Flow Matching for Robust VLA Models' 논문에 대한 자세한 리뷰입니다.

#Review #VLA Models #Flow Matching #Robotics #Robustness #Distribution Shift #Wasserstein Distance #Geometric Regularization #Representation Learning

2025년 12월 2일

[논문리뷰] DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

arXiv에 게시된 'DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Large Language Models #Sparse Attention #Reinforcement Learning #Agentic AI #Tool Use #Open-source LLM #DeepSeek

2025년 12월 2일

[논문리뷰] CodeV: Code with Images for Faithful Visual Reasoning via Tool-Aware Policy Optimization

arXiv에 게시된 'CodeV: Code with Images for Faithful Visual Reasoning via Tool-Aware Policy Optimization' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models #Agentic Reasoning #Tool Use #Reinforcement Learning #Faithfulness Evaluation #Policy Optimization #Visual Search #Code Generation

2025년 12월 2일

[논문리뷰] Click2Graph: Interactive Panoptic Video Scene Graphs from a Single Click

arXiv에 게시된 'Click2Graph: Interactive Panoptic Video Scene Graphs from a Single Click' 논문에 대한 자세한 리뷰입니다.

#Review #Panoptic Video Scene Graph Generation #Interactive AI #User Guidance #Promptable Segmentation #Video Understanding #Relational Reasoning #Human-in-the-Loop

2025년 12월 2일

[논문리뷰] CUDA-L2: Surpassing cuBLAS Performance for Matrix Multiplication through Reinforcement Learning

arXiv에 게시된 'CUDA-L2: Surpassing cuBLAS Performance for Matrix Multiplication through Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #CUDA #Matrix Multiplication #Reinforcement Learning #LLMs #Kernel Optimization #HGEMM #GPU Performance #cuBLAS

2025년 12월 2일

[논문리뷰] C^2DLM: Causal Concept-Guided Diffusion Large Language Models

Xinpeng Dong이 arXiv에 게시한 'C^2DLM: Causal Concept-Guided Diffusion Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Large Language Models #Causality #Attention Mechanism #Reasoning #Natural Language Generation #Supervised Fine-Tuning #Concept-Guided

2025년 12월 2일

[논문리뷰] BlockVid: Block Diffusion for High-Quality and Consistent Minute-Long Video Generation

arXiv에 게시된 'BlockVid: Block Diffusion for High-Quality and Consistent Minute-Long Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Block Diffusion #Video Generation #Temporal Consistency #KV Cache #Semi-Autoregressive #Video Quality Metrics #Long Video Generation

2025년 12월 2일

[논문리뷰] Artemis: Structured Visual Reasoning for Perception Policy Learning

Piotr Koniusz이 arXiv에 게시한 'Artemis: Structured Visual Reasoning for Perception Policy Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Visual Reasoning #Multimodal Large Language Models (MLLM)#Reinforcement Learning (RL)#Perception Policy Learning #Object Grounding #Object Detection #Structured Output

2025년 12월 2일

[논문리뷰] WiseEdit: Benchmarking Cognition- and Creativity-Informed Image Editing

Wendong Bu이 arXiv에 게시한 'WiseEdit: Benchmarking Cognition- and Creativity-Informed Image Editing' 논문에 대한 자세한 리뷰입니다.

#Review #Image Editing #Benchmarking #Cognitive AI #Creativity #Multimodal AI #Knowledge-based Reasoning #Diffusion Models #MLLMs

2025년 12월 1일

[논문리뷰] Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models

Mikhail Burtsev이 arXiv에 게시한 'Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Knowledge Graphs #Large Language Models #Information Extraction #Wikidata Ontology #Question Answering #Entity Normalization #Retrieval Augmented Generation

2025년 12월 1일