Review

[논문리뷰] Latent Collaboration in Multi-Agent Systems

arXiv에 게시된 'Latent Collaboration in Multi-Agent Systems' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-Agent Systems #Large Language Models #Latent Space #Latent Reasoning #Latent Communication #KV Cache #Computational Efficiency #Training-Free

2025년 11월 26일

[논문리뷰] Inferix: A Block-Diffusion based Next-Generation Inference Engine for World Simulation

Jiahao He이 arXiv에 게시한 'Inferix: A Block-Diffusion based Next-Generation Inference Engine for World Simulation' 논문에 대한 자세한 리뷰입니다.

#Review #World Simulation #Video Generation #Block Diffusion #Semi-Autoregressive #KV Cache Management #Inference Engine #Long Video Generation #Performance Optimization

2025년 11월 26일

[논문리뷰] Image-Free Timestep Distillation via Continuous-Time Consistency with Trajectory-Sampled Pairs

Xin Yang이 arXiv에 게시한 'Image-Free Timestep Distillation via Continuous-Time Consistency with Trajectory-Sampled Pairs' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Timestep Distillation #Consistency Models #Latent Space #Image-Free Training #Efficiency Optimization #Trajectory Sampling #Continuous-Time Learning

2025년 11월 26일

[논문리뷰] I-GLIDE: Input Groups for Latent Health Indicators in Degradation Estimation

arXiv에 게시된 'I-GLIDE: Input Groups for Latent Health Indicators in Degradation Estimation' 논문에 대한 자세한 리뷰입니다.

#Review #Health Indicator (HI)#Remaining Useful Life (RUL)#Uncertainty Quantification (UQ)#Autoencoder (AE)#Latent Space #Degradation Modeling #Prognostics #Condition-Based Maintenance

2025년 11월 26일

[논문리뷰] Harmony: Harmonizing Audio and Video Generation through Cross-Task Synergy

arXiv에 게시된 'Harmony: Harmonizing Audio and Video Generation through Cross-Task Synergy' 논문에 대한 자세한 리뷰입니다.

#Review #Audio-Visual Generation #Cross-Modal Synchronization #Diffusion Models #Cross-Task Synergy #Classifier-Free Guidance #Multimodal AI #Generative AI

2025년 11월 26일

[논문리뷰] Frequency-Adaptive Sharpness Regularization for Improving 3D Gaussian Splatting Generalization

Youngjung Uh이 arXiv에 게시한 'Frequency-Adaptive Sharpness Regularization for Improving 3D Gaussian Splatting Generalization' 논문에 대한 자세한 리뷰입니다.

#Review #3D Gaussian Splatting #Generalization #Sharpness-Aware Minimization #Regularization #Novel View Synthesis #Sparse View Reconstruction #Loss Landscape #Frequency-Adaptive

2025년 11월 26일

[논문리뷰] Block Cascading: Training Free Acceleration of Block-Causal Video Models

arXiv에 게시된 'Block Cascading: Training Free Acceleration of Block-Causal Video Models' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Diffusion Models #Block-Causal Models #Inference Acceleration #Multi-GPU Parallelism #Training-Free #KV Caching #Interactive AI

2025년 11월 26일

[논문리뷰] iMontage: Unified, Versatile, Highly Dynamic Many-to-many Image Generation

arXiv에 게시된 'iMontage: Unified, Versatile, Highly Dynamic Many-to-many Image Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Image Generation #Video Models #Diffusion Models #Many-to-many #Unified Framework #Temporal Consistency #Image Editing #Positional Embedding

2025년 11월 25일

[논문리뷰] Yo'City: Personalized and Boundless 3D Realistic City Scene Generation via Self-Critic Expansion

Zhifei Yang이 arXiv에 게시한 'Yo'City: Personalized and Boundless 3D Realistic City Scene Generation via Self-Critic Expansion' 논문에 대한 자세한 리뷰입니다.

#Review #3D City Generation #Generative AI #Large Language Models #Vision-Language Models #Multi-Agent Framework #Self-Critic Learning #Scene Graph #Text-to-3D

2025년 11월 25일

[논문리뷰] VQ-VA World: Towards High-Quality Visual Question-Visual Answering

Feng Li이 arXiv에 게시한 'VQ-VA World: Towards High-Quality Visual Question-Visual Answering' 논문에 대한 자세한 리뷰입니다.

#Review #Visual Question Answering (VQA)#Image Generation #Data-centric AI #Agentic Pipeline #Multimodal Models #Web-scale Data #Benchmark #LightFusion

2025년 11월 25일

[논문리뷰] Unified all-atom molecule generation with neural fields

arXiv에 게시된 'Unified all-atom molecule generation with neural fields' 논문에 대한 자세한 리뷰입니다.

#Review #Molecule Generation #Neural Fields #Score-based Generative Models #Drug Design #Modality-agnostic #Antibody Design #Macrocyclic Peptides #All-atom

2025년 11월 25일

[논문리뷰] UltraViCo: Breaking Extrapolation Limits in Video Diffusion Transformers

arXiv에 게시된 'UltraViCo: Breaking Extrapolation Limits in Video Diffusion Transformers' 논문에 대한 자세한 리뷰입니다.

#Review #Video Diffusion Transformers #Length Extrapolation #Attention Mechanism #Attention Dispersion #Periodic Content Repetition #Quality Degradation #Training-free Method #Plug-and-play

2025년 11월 25일

[논문리뷰] Soft Adaptive Policy Optimization

arXiv에 게시된 'Soft Adaptive Policy Optimization' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Large Language Models #Policy Optimization #Importance Ratios #Soft Clipping #Trust Region #Mixture-of-Experts #Asymmetric Temperature

2025년 11월 25일

[논문리뷰] SciEducator: Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System

arXiv에 게시된 'SciEducator: Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-Agent System #Video Understanding #Scientific Education #Deming Cycle #Large Language Models #Iterative Optimization #Knowledge Integration #Educational Content Generation

2025년 11월 25일

[논문리뷰] Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs

arXiv에 게시된 'Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models (VLMs)#Reinforcement Learning (RL)#Tool-Integrated Reasoning (TIR)#Agentic AI #VQA #Training Environment #Behavioral Cloning #Policy Optimization

2025년 11월 25일

[논문리뷰] SSA: Sparse Sparse Attention by Aligning Full and Sparse Attention Outputs in Feature Space

Yulan He이 arXiv에 게시한 'SSA: Sparse Sparse Attention by Aligning Full and Sparse Attention Outputs in Feature Space' 논문에 대한 자세한 리뷰입니다.

#Review #Sparse Attention #Full Attention #Large Language Models (LLMs)#Context Length #Attention Sparsity #Alignment Loss #Long-Context Extrapolation

2025년 11월 25일

[논문리뷰] ReDirector: Creating Any-Length Video Retakes with Rotary Camera Encoding

arXiv에 게시된 'ReDirector: Creating Any-Length Video Retakes with Rotary Camera Encoding' 논문에 대한 자세한 리뷰입니다.

#Review #Video Retake Generation #Camera Control #Rotary Position Embedding (RoPE)#Rotary Camera Encoding (RoCE)#Geometric Consistency #Video Generative Models #Transformer Architecture #Multi-view Synthesis

2025년 11월 25일

[논문리뷰] PhysChoreo: Physics-Controllable Video Generation with Part-Aware Semantic Grounding

Hongzhi Zhang이 arXiv에 게시한 'PhysChoreo: Physics-Controllable Video Generation with Part-Aware Semantic Grounding' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Physics Simulation #Controllable AI #Part-Aware #Semantic Grounding #Material Properties #Image-to-Video #Diffusion Models

2025년 11월 25일

[논문리뷰] OmniAlpha: A Sequence-to-Sequence Framework for Unified Multi-Task RGBA Generation

arXiv에 게시된 'OmniAlpha: A Sequence-to-Sequence Framework for Unified Multi-Task RGBA Generation' 논문에 대한 자세한 리뷰입니다.

#Review #RGBA Generation #Multi-Task Learning #Diffusion Transformers #Image Matting #Layer Decomposition #Object Removal #Alpha-aware VAE #MSROPE-BiL

2025년 11월 25일

[논문리뷰] MedSAM3: Delving into Segment Anything with Medical Concepts

Yi Lu이 arXiv에 게시한 'MedSAM3: Delving into Segment Anything with Medical Concepts' 논문에 대한 자세한 리뷰입니다.

#Review #Medical Image Segmentation #Segment Anything Model (SAM)#Promptable Concept Segmentation (PCS)#Multimodal Large Language Models (MLLMs)#Agentic AI #Domain Adaptation #Text-guided Segmentation

2025년 11월 25일