Review

[논문리뷰] EnzyControl: Adding Functional and Substrate-Specific Control for Enzyme Backbone Generation

arXiv에 게시된 'EnzyControl: Adding Functional and Substrate-Specific Control for Enzyme Backbone Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Enzyme Design #Protein Engineering #Generative Models #Flow Matching #Substrate-Specific Control #Functional Site Prediction #Biomolecular AI #Deep Learning

2025년 10월 31일

[논문리뷰] Emu3.5: Native Multimodal Models are World Learners

arXiv에 게시된 'Emu3.5: Native Multimodal Models are World Learners' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Model #World Model #Vision-Language #Next-Token Prediction #Reinforcement Learning #Discrete Diffusion Adaptation #Image Generation #Any-to-Image

2025년 10월 31일

[논문리뷰] EHR-R1: A Reasoning-Enhanced Foundational Language Model for Electronic Health Record Analysis

arXiv에 게시된 'EHR-R1: A Reasoning-Enhanced Foundational Language Model for Electronic Health Record Analysis' 논문에 대한 자세한 리뷰입니다.

#Review #Electronic Health Records #Large Language Models #Reasoning Enhancement #Instruction Tuning #Reinforcement Learning #Data Synthesis #Medical AI #Clinical Decision Support

2025년 10월 31일

[논문리뷰] Counteracting Matthew Effect in Self-Improvement of LVLMs through Head-Tail Re-balancing

Xiaowei Shi이 arXiv에 게시한 'Counteracting Matthew Effect in Self-Improvement of LVLMs through Head-Tail Re-balancing' 논문에 대한 자세한 리뷰입니다.

#Review #LVLMs #Self-Improvement #Matthew Effect #Data Bias Mitigation #Distribution Reshaping #Trajectory Resampling #Visual Reasoning

2025년 10월 31일

[논문리뷰] CityRiSE: Reasoning Urban Socio-Economic Status in Vision-Language Models via Reinforcement Learning

Yong Li이 arXiv에 게시한 'CityRiSE: Reasoning Urban Socio-Economic Status in Vision-Language Models via Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Urban Sensing #Socio-Economic Status #Vision-Language Models #Reinforcement Learning #Generalization #Interpretability #Multi-modal Data

2025년 10월 31일

[논문리뷰] ChartAB: A Benchmark for Chart Grounding & Dense Alignment

arXiv에 게시된 'ChartAB: A Benchmark for Chart Grounding & Dense Alignment' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models (VLMs)#Chart Understanding #Visual Grounding #Dense Alignment #Benchmark #Robustness #Multimodal Learning

2025년 10월 31일

[논문리뷰] Can Agent Conquer Web? Exploring the Frontiers of ChatGPT Atlas Agent in Web Games

Justin Cui이 arXiv에 게시한 'Can Agent Conquer Web? Exploring the Frontiers of ChatGPT Atlas Agent in Web Games' 논문에 대한 자세한 리뷰입니다.

#Review #Web Agent #Large Language Models #Multimodal AI #Browser Automation #Game AI #ChatGPT Atlas #Performance Evaluation #Human-Computer Interaction

2025년 10월 31일

[논문리뷰] CRAG-MM: Multi-modal Multi-turn Comprehensive RAG Benchmark

arXiv에 게시된 'CRAG-MM: Multi-modal Multi-turn Comprehensive RAG Benchmark' 논문에 대한 자세한 리뷰입니다.

#Review #Multi-modal RAG #Benchmark #Wearable AI #Multi-turn Conversation #Egocentric Images #Knowledge Graph #Web Search #Hallucination

2025년 10월 31일

[논문리뷰] CLASS-IT: Conversational and Lecture-Aligned Small-Scale Instruction Tuning for BabyLMs

arXiv에 게시된 'CLASS-IT: Conversational and Lecture-Aligned Small-Scale Instruction Tuning for BabyLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Instruction Tuning #BabyLMs #Small-scale LMs #Curriculum Learning #Conversational AI #Question Answering #Zero-shot Evaluation #SuperGLUE

2025년 10월 31일

[논문리뷰] Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark

arXiv에 게시된 'Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation Models #Zero-Shot Reasoning #Visual Reasoning #MME-COF Benchmark #Chain-of-Frame Reasoning #Temporal Coherence #Spatial Reasoning

2025년 10월 31일

[논문리뷰] AMO-Bench: Large Language Models Still Struggle in High School Math Competitions

arXiv에 게시된 'AMO-Bench: Large Language Models Still Struggle in High School Math Competitions' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Evaluation #Mathematical Reasoning #Olympiad-level Math #Benchmark #Performance Saturation #Test-time Scaling #AMO-Bench

2025년 10월 31일

[논문리뷰] Video-Thinker: Sparking 'Thinking with Videos' via Reinforcement Learning

Runhao Fu이 arXiv에 게시한 'Video-Thinker: Sparking 'Thinking with Videos' via Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Video Reasoning #Multimodal Large Language Models #Reinforcement Learning #Chain-of-Thought #Video Understanding #Temporal Grounding #Video Captioning #Autonomous Tool Use

2025년 10월 30일

[논문리뷰] VFXMaster: Unlocking Dynamic Visual Effect Generation via In-Context Learning

Xiaoyu Shi이 arXiv에 게시한 'VFXMaster: Unlocking Dynamic Visual Effect Generation via In-Context Learning' 논문에 대한 자세한 리뷰입니다.

#Review #VFX Generation #In-Context Learning #Diffusion Models #Video Generation #Generalization #Attention Mask #One-Shot Adaptation

2025년 10월 30일

[논문리뷰] TheraMind: A Strategic and Adaptive Agent for Longitudinal Psychological Counseling

Zheng Zhang이 arXiv에 게시한 'TheraMind: A Strategic and Adaptive Agent for Longitudinal Psychological Counseling' 논문에 대한 자세한 리뷰입니다.

#Review #Longitudinal Counseling #Adaptive Agent #Dual-Loop Architecture #Large Language Models #Psychotherapy #Mental Health AI #Dialogue Management

2025년 10월 30일

[논문리뷰] The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution

Haoze Wu이 arXiv에 게시한 'The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution' 논문에 대한 자세한 리뷰입니다.

#Review #Language Agents #Tool Use #Benchmarking #Long-Horizon Tasks #Realistic Environments #Multi-Application #Execution-Based Evaluation #Model Context Protocol (MCP)

2025년 10월 30일

[논문리뷰] The Principles of Diffusion Models

Stefano Ermon이 arXiv에 게시한 'The Principles of Diffusion Models' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Generative AI #Variational Autoencoder #Energy-Based Models #Normalizing Flows #Score-Based SDEs #Flow Matching #Fokker-Planck Equation

2025년 10월 30일

[논문리뷰] SeeingEye: Agentic Information Flow Unlocks Multimodal Reasoning In Text-only LLMs

Jiaxuan You이 arXiv에 게시한 'SeeingEye: Agentic Information Flow Unlocks Multimodal Reasoning In Text-only LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Reasoning #Text-only LLM #Agentic AI #Information Flow #VQA #Structured Intermediate Representation #Decoupled Architecture #Tool Use

2025년 10월 30일

[논문리뷰] Scaling Latent Reasoning via Looped Language Models

arXiv에 게시된 'Scaling Latent Reasoning via Looped Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Looped Language Models #Latent Reasoning #Parameter Efficiency #Adaptive Computation #Pre-training Scaling #Knowledge Manipulation #Early Exit Mechanisms #Transformer Architecture

2025년 10월 30일

[논문리뷰] Rethinking Driving World Model as Synthetic Data Generator for Perception Tasks

arXiv에 게시된 'Rethinking Driving World Model as Synthetic Data Generator for Perception Tasks' 논문에 대한 자세한 리뷰입니다.

#Review #Synthetic Data Generation #Autonomous Driving #Perception Tasks #Diffusion Models #3D Asset Editing #World Model #Data Augmentation #nuScenes

2025년 10월 30일

[논문리뷰] RegionE: Adaptive Region-Aware Generation for Efficient Image Editing

Peng Ye이 arXiv에 게시한 'RegionE: Adaptive Region-Aware Generation for Efficient Image Editing' 논문에 대한 자세한 리뷰입니다.

#Review #Instruction-based Image Editing #Diffusion Models #Efficient Inference #Region-Aware Generation #Adaptive Caching #Spatial Redundancy #Temporal Redundancy

2025년 10월 30일