Review

[논문리뷰] General Agentic Memory Via Deep Research

arXiv에 게시된 'General Agentic Memory Via Deep Research' 논문에 대한 자세한 리뷰입니다.

#Review #AI Agents #Memory Systems #Large Language Models (LLMs)#Just-in-Time (JIT) Compilation #Memorizer #Researcher #Reinforcement Learning #Context Management

2025년 11월 24일

[논문리뷰] Flow Map Distillation Without Data

Tommi Jaakkola이 arXiv에 게시한 'Flow Map Distillation Without Data' 논문에 대한 자세한 리뷰입니다.

#Review #Flow Map Distillation #Data-Free Learning #Generative Models #Teacher-Student #Diffusion Acceleration #Teacher-Data Mismatch #One-Step Sampling

2025년 11월 24일

[논문리뷰] Fidelity-Aware Recommendation Explanations via Stochastic Path Integration

Oren Barkan이 arXiv에 게시한 'Fidelity-Aware Recommendation Explanations via Stochastic Path Integration' 논문에 대한 자세한 리뷰입니다.

#Review #Recommender Systems #Explainable AI (XAI)#Explanation Fidelity #Path Integration #Stochastic Sampling #Counterfactual Explanations #Model-Agnostic #Sparse Data

2025년 11월 24일

[논문리뷰] Extracting Interaction-Aware Monosemantic Concepts in Recommender Systems

Oren Barkan이 arXiv에 게시한 'Extracting Interaction-Aware Monosemantic Concepts in Recommender Systems' 논문에 대한 자세한 리뷰입니다.

#Review #Recommender Systems #Sparse Autoencoder (SAE)#Monosemantic Neurons #Interpretability #Prediction-Aware Loss #User-Item Interactions #Post-hoc Control

2025년 11월 24일

[논문리뷰] DeCo: Frequency-Decoupled Pixel Diffusion for End-to-End Image Generation

arXiv에 게시된 'DeCo: Frequency-Decoupled Pixel Diffusion for End-to-End Image Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Pixel Diffusion #Image Generation #Frequency Decoupling #Diffusion Transformer (DiT)#Flow Matching #AdaLN #Text-to-Image Synthesis

2025년 11월 24일

[논문리뷰] DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research

arXiv에 게시된 'DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Evolving Rubrics #Deep Research #LLM Agents #Tool Use #Long-form QA #Open-source AI #Dynamic Evaluation

2025년 11월 24일

[논문리뷰] Controllable Layer Decomposition for Reversible Multi-Layer Image Generation

arXiv에 게시된 'Controllable Layer Decomposition for Reversible Multi-Layer Image Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Controllable Layer Decomposition #Diffusion Models #Multi-Layer Image Generation #Layer Separation #Bounding Box Guidance #Generative AI #Image Editing

2025년 11월 24일

[논문리뷰] Computer-Use Agents as Judges for Generative User Interface

arXiv에 게시된 'Computer-Use Agents as Judges for Generative User Interface' 논문에 대한 자세한 리뷰입니다.

#Review #Computer-Use Agents #Generative UI #AI-assisted Design #Human-Computer Interaction #LLM #AUI-Gym #Feedback Loop #Agent-centric Design

2025년 11월 24일

[논문리뷰] Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens

Stephanie Fu이 arXiv에 게시한 'Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models (VLMs)#Chain-of-Thought (CoT)#Continuous Visual Tokens #Multimodal Reasoning #Perceptual Grounding #Visual Thinking #Dense Prediction

2025년 11월 24일

[논문리뷰] Budget-Aware Tool-Use Enables Effective Agent Scaling

arXiv에 게시된 'Budget-Aware Tool-Use Enables Effective Agent Scaling' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Tool Use #Budget Awareness #Test-time Scaling #Cost-Performance #Web Search Agents #Planning #Self-Verification

2025년 11월 24일

[논문리뷰] AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning

Alphamasterliu이 arXiv에 게시한 'AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Automated Environment Generation #Cross-Environment Learning #Agent Learning #Language Models #Benchmark #Meta-Learning #Reinforcement Learning #Environment Design Language

2025년 11월 24일

[논문리뷰] AICC: Parse HTML Finer, Make Models Better -- A 7.3T AI-Ready Corpus Built by a Model-Based HTML Parser

arXiv에 게시된 'AICC: Parse HTML Finer, Make Models Better -- A 7.3T AI-Ready Corpus Built by a Model-Based HTML Parser' 논문에 대한 자세한 리뷰입니다.

#Review #HTML Extraction #Web Corpus #Large Language Models #Data Curation #Structured Element Preservation #Sequence Labeling #Markdown Conversion #MainWebBench

2025년 11월 24일

[논문리뷰] WorldGen: From Text to Traversable and Interactive 3D Worlds

arXiv에 게시된 'WorldGen: From Text to Traversable and Interactive 3D Worlds' 논문에 대한 자세한 리뷰입니다.

#Review #3D World Generation #Text-to-3D #Generative AI #Procedural Generation #Scene Decomposition #Navmesh #Game Engines #Interactive Environments

2025년 11월 23일

[논문리뷰] VisMem: Latent Vision Memory Unlocks Potential of Vision-Language Models

Yudong Zhang이 arXiv에 게시한 'VisMem: Latent Vision Memory Unlocks Potential of Vision-Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models #Latent Memory #Cognitive Memory #Visual Grounding #Short-term Memory #Long-term Memory #Reinforcement Learning

2025년 11월 23일

[논문리뷰] Video-R4: Reinforcing Text-Rich Video Reasoning with Visual Rumination

Jing Bi이 arXiv에 게시한 'Video-R4: Reinforcing Text-Rich Video Reasoning with Visual Rumination' 논문에 대한 자세한 리뷰입니다.

#Review #Video Reasoning #Large Multimodal Models #Reinforcement Learning #Visual Rumination #Text-Rich Video #Video Question Answering #Iterative Perception

2025년 11월 23일

[논문리뷰] VLA-4D: Embedding 4D Awareness into Vision-Language-Action Models for SpatioTemporally Coherent Robotic Manipulation

Gim Hee Lee이 arXiv에 게시한 'VLA-4D: Embedding 4D Awareness into Vision-Language-Action Models for SpatioTemporally Coherent Robotic Manipulation' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action Models #Robotic Manipulation #SpatioTemporal Coherence #4D Awareness #Visual Representation #Action Representation #Cross-Attention

2025년 11월 23일

[논문리뷰] Unveiling Intrinsic Dimension of Texts: from Academic Abstract to Creative Story

Kristian Kuznetsov이 arXiv에 게시한 'Unveiling Intrinsic Dimension of Texts: from Academic Abstract to Creative Story' 논문에 대한 자세한 리뷰입니다.

#Review #Intrinsic Dimension #LLMs #Text Complexity #Sparse Autoencoders #Text Semantics #Genre Analysis #Embedding Space #Text Generation

2025년 11월 23일

[논문리뷰] Taming Generative Synthetic Data for X-ray Prohibited Item Detection

Renshuai Tao이 arXiv에 게시한 'Taming Generative Synthetic Data for X-ray Prohibited Item Detection' 논문에 대한 자세한 리뷰입니다.

#Review #X-ray Security #Synthetic Data Generation #Diffusion Models #Object Detection #Cross-Attention #Image Inpainting #Data Augmentation

2025년 11월 23일

[논문리뷰] SAM 3: Segment Anything with Concepts

arXiv에 게시된 'SAM 3: Segment Anything with Concepts' 논문에 대한 자세한 리뷰입니다.

#Review #Segment Anything Model #Open-Vocabulary Segmentation #Multimodal Foundation Model #Instance Segmentation #Video Object Tracking #Prompt Engineering #Data Engine #Human-in-the-loop

2025년 11월 23일

[논문리뷰] RynnVLA-002: A Unified Vision-Language-Action and World Model

arXiv에 게시된 'RynnVLA-002: A Unified Vision-Language-Action and World Model' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action (VLA) Model #World Model #Robotics #Unified Framework #Multi-modal Learning #Action Generation #Attention Mask #Continuous Control

2025년 11월 23일