Review

[논문리뷰] SpotEdit: Selective Region Editing in Diffusion Transformers

arXiv에 게시된 'SpotEdit: Selective Region Editing in Diffusion Transformers' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Transformer #Image Editing #Selective Editing #Computational Efficiency #Training-Free #Region-Aware #Perceptual Similarity

2025년 12월 29일

[논문리뷰] SmartSnap: Proactive Evidence Seeking for Self-Verifying Agents

arXiv에 게시된 'SmartSnap: Proactive Evidence Seeking for Self-Verifying Agents' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic RL #Self-Verifying Agents #GUI Automation #Evidence Curation #LLM-as-a-Judge #Reward Shaping #AndroidLab

2025년 12월 29일

[논문리뷰] Quantile Rendering: Efficiently Embedding High-dimensional Feature on 3D Gaussian Splatting

arXiv에 게시된 'Quantile Rendering: Efficiently Embedding High-dimensional Feature on 3D Gaussian Splatting' 논문에 대한 자세한 리뷰입니다.

#Review #3D Gaussian Splatting #Open-vocabulary Segmentation #Neural Rendering #High-dimensional Features #Quantile Sampling #Real-time Rendering #Feature Distillation

2025년 12월 29일

[논문리뷰] OmniAgent: Audio-Guided Active Perception Agent for Omnimodal Audio-Video Understanding

Jian Liu이 arXiv에 게시한 'OmniAgent: Audio-Guided Active Perception Agent for Omnimodal Audio-Video Understanding' 논문에 대한 자세한 리뷰입니다.

#Review #Omnimodal Understanding #Audio-Guided Perception #Active Learning Agents #Cross-Modal Alignment #Tool-Use #Video Understanding #Multimodal LLMs

2025년 12월 29일

[논문리뷰] Nested Browser-Use Learning for Agentic Information Seeking

arXiv에 게시된 'Nested Browser-Use Learning for Agentic Information Seeking' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic Information Seeking #LLM Agents #Browser Automation #Nested Framework #Tool Learning #Context Efficiency #Deep Web

2025년 12월 29일

[논문리뷰] Monadic Context Engineering

arXiv에 게시된 'Monadic Context Engineering' 논문에 대한 자세한 리뷰입니다.

#Review #Monads #Functional Programming #AI Agents #State Management #Error Handling #Concurrency #Monad Transformers #Meta-Agents

2025년 12월 29일

[논문리뷰] LiveTalk: Real-Time Multimodal Interactive Video Diffusion via Improved On-Policy Distillation

Steffi Chern이 arXiv에 게시한 'LiveTalk: Real-Time Multimodal Interactive Video Diffusion via Improved On-Policy Distillation' 논문에 대한 자세한 리뷰입니다.

#Review #Real-time Video Generation #Multimodal Diffusion #On-Policy Distillation #Interactive AI Avatars #Video Streaming #Anchor-Heavy Identity Sinks #Lip Synchronization

2025년 12월 29일

[논문리뷰] GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models

arXiv에 게시된 'GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models' 논문에 대한 자세한 리뷰입니다.

#Review #Text Encoder #Diffusion Models #Text Embedding #Evaluation Benchmark #MLLM Fine-tuning #Layer-wise Weighting #Text-to-Image Generation #Text-to-Video Generation

2025년 12월 29일

[논문리뷰] Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone

arXiv에 게시된 'Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Vision-Language Models #Vision-Language-Action Models #Robotics #Multimodal AI #Action Planning #Long-Horizon Planning #Bidirectional Attention

2025년 12월 29일

[논문리뷰] Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

arXiv에 게시된 'Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation' 논문에 대한 자세한 리뷰입니다.

#Review #Video Diffusion Model #Depth Estimation #Normal Estimation #Transparent Objects #Robotics #Data Generation #LoRA Fine-tuning

2025년 12월 29일

[논문리뷰] DiRL: An Efficient Post-Training Framework for Diffusion Language Models

arXiv에 게시된 'DiRL: An Efficient Post-Training Framework for Diffusion Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Language Models #Post-Training #Reinforcement Learning #GRPO #FlexAttention #LMDeploy #Math Reasoning #SFT

2025년 12월 29일

[논문리뷰] Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss

arXiv에 게시된 'Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss' 논문에 대한 자세한 리뷰입니다.

#Review #Mixture-of-Experts (MoE)#Router-Expert Coupling #Auxiliary Loss #Expert Specialization #Large Language Models (LLMs)#Computational Efficiency

2025년 12월 29일

[논문리뷰] An Information Theoretic Perspective on Agentic System Design

arXiv에 게시된 'An Information Theoretic Perspective on Agentic System Design' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic Systems #Language Models #Mutual Information #Rate-Distortion Theory #Compute Efficiency #Scaling Laws #Compressor-Predictor Architecture #On-device AI

2025년 12월 29일

[논문리뷰] Act2Goal: From World Model To General Goal-conditioned Policy

arXiv에 게시된 'Act2Goal: From World Model To General Goal-conditioned Policy' 논문에 대한 자세한 리뷰입니다.

#Review #Goal-Conditioned Policy #World Models #Robotic Manipulation #Multi-Scale Temporal Hashing #Online Adaptation #Hindsight Experience Replay #LoRA Finetuning #Zero-shot Generalization

2025년 12월 29일

[논문리뷰] UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture

Kaiwen Zhu이 arXiv에 게시한 'UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture' 논문에 대한 자세한 리뷰입니다.

#Review #Perceptual Understanding #Image Aesthetics #Image Quality #Image Structure #Image Texture #MLLM Benchmark #Visual Question Answering #Reward Model

2025년 12월 28일

[논문리뷰] TimeBill: Time-Budgeted Inference for Large Language Models

Yehan Ma이 arXiv에 게시한 'TimeBill: Time-Budgeted Inference for Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Inference #Time Budgeting #KV Cache Eviction #Response Length Prediction #Execution Time Estimation #Real-time AI #Performance Optimization

2025년 12월 28일

[논문리뷰] SlideTailor: Personalized Presentation Slide Generation for Scientific Papers

arXiv에 게시된 'SlideTailor: Personalized Presentation Slide Generation for Scientific Papers' 논문에 대한 자세한 리뷰입니다.

#Review #Personalized Slide Generation #Preference Learning #Large Language Models #Multimodal AI #Chain-of-Speech #Agentic Framework #Document-to-Slides

2025년 12월 28일

[논문리뷰] See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning

arXiv에 게시된 'See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Reasoning #Vision-Language Models (VLMs)#Perceptual Shaping #KL-Divergence #Chart Understanding #Data Augmentation #Reinforcement Learning (RL)#GRPO

2025년 12월 28일

[논문리뷰] SWE-RM: Execution-free Feedback For Software Engineering Agents

X. W.이 arXiv에 게시한 'SWE-RM: Execution-free Feedback For Software Engineering Agents' 논문에 대한 자세한 리뷰입니다.

#Review #Software Engineering Agents #Execution-free Feedback #Reward Model #Reinforcement Learning #Test-Time Scaling #Calibration #AUC #SWE-Bench

2025년 12월 28일

[논문리뷰] SVBench: Evaluation of Video Generation Models on Social Reasoning

Xiaojie Xu이 arXiv에 게시한 'SVBench: Evaluation of Video Generation Models on Social Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Social Reasoning #Benchmark #Evaluation #Agent-based Pipeline #Vision-Language Models #Social Cognition

2025년 12월 28일