Review

[논문리뷰] ARC-Chapter: Structuring Hour-Long Videos into Navigable Chapters and Hierarchical Summaries

arXiv에 게시된 'ARC-Chapter: Structuring Hour-Long Videos into Navigable Chapters and Hierarchical Summaries' 논문에 대한 자세한 리뷰입니다.

#Review #Video Chaptering #Long-form Video Understanding #Large Language Models #Multimodal Learning #Hierarchical Summarization #Video Segmentation #Reinforcement Learning #Dataset Creation

2025년 11월 19일

[논문리뷰] Φeat: Physically-Grounded Feature Representation

arXiv에 게시된 'Φeat: Physically-Grounded Feature Representation' 논문에 대한 자세한 리뷰입니다.

#Review #Self-supervised Learning #Physically-Grounded Features #Material Representation #Intrinsic Scene Understanding #Vision Transformer #Synthetic Data #Contrastive Learning

2025년 11월 18일

[논문리뷰] VIDEOP2R: Video Understanding from Perception to Reasoning

arXiv에 게시된 'VIDEOP2R: Video Understanding from Perception to Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Video Understanding #Reinforcement Fine-Tuning (RFT)#Large Video Language Models (LVLMs)#Perception and Reasoning #Chain-of-Thought (CoT)#Process-Aware Learning #Policy Optimization #Credit Assignment

2025년 11월 18일

[논문리뷰] TopoPerception: A Shortcut-Free Evaluation of Global Visual Perception in Large Vision-Language Models

Rong Zhao이 arXiv에 게시한 'TopoPerception: A Shortcut-Free Evaluation of Global Visual Perception in Large Vision-Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #LVLM Evaluation #Global Visual Perception #Topological Properties #Shortcut-Free Benchmark #Visual Bottleneck #Multimodal AI #Synthetic Data

2025년 11월 18일

[논문리뷰] REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding

Jingyang Chen이 arXiv에 게시한 'REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Reasoning #Long-Form Video Understanding #Self-Reflection #Reinforcement Learning #Tool-Augmented MLLMs #Visual Rethinking #Video Question Answering #Causal Attribution

2025년 11월 18일

[논문리뷰] Proactive Hearing Assistants that Isolate Egocentric Conversations

arXiv에 게시된 'Proactive Hearing Assistants that Isolate Egocentric Conversations' 논문에 대한 자세한 리뷰입니다.

#Review #Proactive Hearing Assistant #Egocentric Audio Processing #Speech Separation #Turn-taking Dynamics #Dual-Model Architecture #Real-time Inference #Wearable Devices #Dialogue Modeling

2025년 11월 18일

[논문리뷰] Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution

Sudeep Pillai이 arXiv에 게시한 'Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution' 논문에 대한 자세한 리뷰입니다.

#Review #Visual Agent #Multimodal Perception #Tool-Augmented LLM #Agentic AI #Visual Reasoning #Computer Vision #Structured Outputs #ReAct Framework

2025년 11월 18일

[논문리뷰] OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models

Jian liu이 arXiv에 게시한 'OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Omnimodal LLMs #Token Compression #Audio-Video Understanding #Dynamic Pruning #Inference Acceleration #Spatio-Temporal Compression #Large Language Models

2025년 11월 18일

[논문리뷰] Mitigating Label Length Bias in Large Language Models

Katharina von der Wense이 arXiv에 게시한 'Mitigating Label Length Bias in Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Large Language Models #Label Bias #Calibration #In-Context Learning #Text Classification #Multi-token Labels #Label Length Bias #Multiple Choice QA

2025년 11월 18일

[논문리뷰] MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs

Kaijie Chen이 arXiv에 게시한 'MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LVLM Robustness #Misleading Visual Inputs #VQA Benchmark #Visual Perception #Visual Reasoning #MVI-Sensitivity #Multimodal AI

2025년 11월 18일

[논문리뷰] Large Language Models Meet Extreme Multi-label Classification: Scaling and Multi-modal Framework

arXiv에 게시된 'Large Language Models Meet Extreme Multi-label Classification: Scaling and Multi-modal Framework' 논문에 대한 자세한 리뷰입니다.

#Review #Extreme Multi-label Classification (XMC)#Large Language Models (LLMs)#Multi-modal Learning #Dual-decoder Learning #Vision Transformers #Contrastive Learning #Prompt Engineering

2025년 11월 18일

[논문리뷰] LLM-Powered Fully Automated Chaos Engineering: Towards Enabling Anyone to Build Resilient Software Systems at Low Cost

Kengo Tajiri이 arXiv에 게시한 'LLM-Powered Fully Automated Chaos Engineering: Towards Enabling Anyone to Build Resilient Software Systems at Low Cost' 논문에 대한 자세한 리뷰입니다.

#Review #Chaos Engineering #Large Language Models #System Resilience #Kubernetes #Software Automation #AI Agents #Fault Injection

2025년 11월 18일

[논문리뷰] Error-Driven Scene Editing for 3D Grounding in Large Language Models

arXiv에 게시된 'Error-Driven Scene Editing for 3D Grounding in Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #3D Grounding #3D-LLMs #Scene Editing #Counterfactual Augmentation #Error-Driven Learning #Spatial Reasoning #Visual Grounding

2025년 11월 18일

[논문리뷰] Can World Simulators Reason? Gen-ViRe: A Generative Visual Reasoning Benchmark

Yuzhang Shang이 arXiv에 게시한 'Can World Simulators Reason? Gen-ViRe: A Generative Visual Reasoning Benchmark' 논문에 대한 자세한 리뷰입니다.

#Review #Generative Visual Reasoning #Chain-of-Frames (CoF)#Video Generation Models #World Simulators #AI Benchmarking #Cognitive Reasoning #VLM Evaluation

2025년 11월 18일

[논문리뷰] AraLingBench A Human-Annotated Benchmark for Evaluating Arabic Linguistic Capabilities of Large Language Models

arXiv에 게시된 'AraLingBench A Human-Annotated Benchmark for Evaluating Arabic Linguistic Capabilities of Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Arabic LLMs #Linguistic Benchmark #Human Annotation #Natural Language Understanding #Grammar Evaluation #Morphology Analysis #Syntax Assessment #Reading Comprehension

2025년 11월 18일

[논문리뷰] Agent READMEs: An Empirical Study of Context Files for Agentic Coding

Kundjanasith Thonglek이 arXiv에 게시한 'Agent READMEs: An Empirical Study of Context Files for Agentic Coding' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic Coding #Context Files #READMEs for Agents #Empirical Study #Software Engineering #Documentation Maintenance #Non-functional Requirements #LLMs

2025년 11월 18일

[논문리뷰] Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning

Yucong Luo이 arXiv에 게시한 'Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Reinforcement Learning #Markov Decision Process #Tool Use #Multi-turn Interaction #Policy Optimization #Reward Shaping #Agent Framework

2025년 11월 18일

[논문리뷰] ATLAS: A High-Difficulty, Multidisciplinary Benchmark for Frontier Scientific Reasoning

Yuqiang Li이 arXiv에 게시한 'ATLAS: A High-Difficulty, Multidisciplinary Benchmark for Frontier Scientific Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Benchmark #LLMs #Scientific Reasoning #Multidisciplinary #AI4S #Data Contamination #Evaluation #LRM-as-Judge

2025년 11월 18일

[논문리뷰] A Style is Worth One Code: Unlocking Code-to-Style Image Generation with Discrete Style Space

arXiv에 게시된 'A Style is Worth One Code: Unlocking Code-to-Style Image Generation with Discrete Style Space' 논문에 대한 자세한 리뷰입니다.

#Review #Code-to-Style Generation #Discrete Style Space #Style Codebook #Autoregressive Model #Diffusion Models #Visual Stylization #Generative AI

2025년 11월 18일

[논문리뷰] A Brain Wave Encodes a Thousand Tokens: Modeling Inter-Cortical Neural Interactions for Effective EEG-based Emotion Recognition

G. Maragatham이 arXiv에 게시한 'A Brain Wave Encodes a Thousand Tokens: Modeling Inter-Cortical Neural Interactions for Effective EEG-based Emotion Recognition' 논문에 대한 자세한 리뷰입니다.

#Review #EEG #Emotion Recognition #Transformer Architecture #Inter-Cortical Neural Interactions #Multi-Head Attention #Brain-Computer Interface #Affective Computing

2025년 11월 18일