Review

[논문리뷰] Query as Anchor: Scenario-Adaptive User Representation via Large Language Model

arXiv에 게시된 'Query as Anchor: Scenario-Adaptive User Representation via Large Language Model' 논문에 대한 자세한 리뷰입니다.

#Review #User Representation Learning #Large Language Models #Scenario-Adaptive #Query-Conditioned #Multi-modal #Prompt Tuning #KV-Cache #Industrial AI

2026년 2월 16일

[논문리뷰] Preliminary sonification of ENSO using traditional Javanese gamelan scales

arXiv에 게시된 'Preliminary sonification of ENSO using traditional Javanese gamelan scales' 논문에 대한 자세한 리뷰입니다.

#Review #Sonification #ENSO #Gamelan Scales #Complex Systems #Phase Space Analysis #Recurrence Quantification #Parameter Mapping

2026년 2월 16일

[논문리뷰] Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts

arXiv에 게시된 'Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts' 논문에 대한 자세한 리뷰입니다.

#Review #Small Language Model #Generalist AI #Reasoning #Code Generation #Agentic Behavior #Reinforcement Learning #Tool Use #Deep Search

2026년 2월 16일

[논문리뷰] MoRL: Reinforced Reasoning for Unified Motion Understanding and Generation

arXiv에 게시된 'MoRL: Reinforced Reasoning for Unified Motion Understanding and Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Motion Understanding #Motion Generation #Reinforcement Learning #Chain-of-Motion #Multimodal LLM #Human Motion Synthesis #Text-to-Motion

2026년 2월 16일

[논문리뷰] LaViDa-R1: Advancing Reasoning for Unified Multimodal Diffusion Language Models

arXiv에 게시된 'LaViDa-R1: Advancing Reasoning for Unified Multimodal Diffusion Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Diffusion Models #Reasoning #Reinforcement Learning #Supervised Finetuning #Visual Question Answering #Image Editing #Object Grounding #Policy Gradient

2026년 2월 16일

[논문리뷰] InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem

arXiv에 게시된 'InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem' 논문에 대한 자세한 리뷰입니다.

#Review #Research Idea Evaluation #Large Language Models (LLMs)#Knowledge Grounding #Multi-Perspective Reasoning #Agent-based Systems #Scientific Discovery #Peer Review Simulation #Automated Evaluation

2026년 2월 16일

[논문리뷰] FireRed-Image-Edit-1.0 Techinical Report

Cunzheng Wang이 arXiv에 게시한 'FireRed-Image-Edit-1.0 Techinical Report' 논문에 대한 자세한 리뷰입니다.

#Review #Image Editing #Diffusion Transformer #Instruction-based Editing #Data Curation #Reinforcement Learning #Multimodal Models #REDEdit-Bench #Generative AI

2026년 2월 16일

[논문리뷰] Exposing the Systematic Vulnerability of Open-Weight Models to Prefill Attacks

arXiv에 게시된 'Exposing the Systematic Vulnerability of Open-Weight Models to Prefill Attacks' 논문에 대한 자세한 리뷰입니다.

#Review #Large Language Models #Prefill Attacks #AI Safety #Red Teaming #Vulnerability #Open-Weight Models #Jailbreaking #Generative AI

2026년 2월 16일

[논문리뷰] Experiential Reinforcement Learning

arXiv에 게시된 'Experiential Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Language Models #Self-Reflection #Experiential Learning #Policy Optimization #Distillation #Agentic Reasoning

2026년 2월 16일

[논문리뷰] DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories

arXiv에 게시된 'DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Agents #Image Retrieval #Context-Aware #Visual Histories #Benchmarking #Vision-Language Models #Agentic AI

2026년 2월 16일

[논문리뷰] Data Darwinism Part I: Unlocking the Value of Scientific Data for Pre-training

arXiv에 게시된 'Data Darwinism Part I: Unlocking the Value of Scientific Data for Pre-training' 논문에 대한 자세한 리뷰입니다.

#Review #Data Darwinism #Scientific Data #Pre-training #Foundation Models #Data Processing Hierarchy #Generative Refinement #Cognitive Completion #Learnability Gap

2026년 2월 16일

[논문리뷰] BrowseComp-V^3: A Visual, Vertical, and Verifiable Benchmark for Multimodal Browsing Agents

Yanzhe Dan이 arXiv에 게시한 'BrowseComp-V^3: A Visual, Vertical, and Verifiable Benchmark for Multimodal Browsing Agents' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal LLMs #Web Browsing Agents #Deep Search #Benchmark #Tool Use #Process Evaluation #Multimodal Reasoning #Open-world QA

2026년 2월 16일

[논문리뷰] Blind to the Human Touch: Overlap Bias in LLM-Based Summary Evaluation

Puneet Mathur이 arXiv에 게시한 'Blind to the Human Touch: Overlap Bias in LLM-Based Summary Evaluation' 논문에 대한 자세한 리뷰입니다.

#Review #LLM-as-a-judge #Summarization Evaluation #Overlap Bias #Position Bias #N-gram Metrics #Gemma #Llama #Evaluation Bias

2026년 2월 16일

[논문리뷰] BitDance: Scaling Autoregressive Generative Models with Binary Tokens

Xuefeng Hu이 arXiv에 게시한 'BitDance: Scaling Autoregressive Generative Models with Binary Tokens' 논문에 대한 자세한 리뷰입니다.

#Review #Autoregressive Models #Binary Tokens #Diffusion Head #Image Generation #Tokenizer #Parallel Prediction #High-Resolution

2026년 2월 16일

[논문리뷰] Benchmarking Knowledge-Extraction Attack and Defense on Retrieval-Augmented Generation

Ryan Rossi이 arXiv에 게시한 'Benchmarking Knowledge-Extraction Attack and Defense on Retrieval-Augmented Generation' 논문에 대한 자세한 리뷰입니다.

#Review #RAG Security #Knowledge Extraction Attack #Benchmarking #Privacy Leakage #Defense Mechanisms #Large Language Models #Retrieval Augmented Generation

2026년 2월 16일

[논문리뷰] Acoustivision Pro: An Open-Source Interactive Platform for Room Impulse Response Analysis and Acoustic Characterization

Mandip Goswami이 arXiv에 게시한 'Acoustivision Pro: An Open-Source Interactive Platform for Room Impulse Response Analysis and Acoustic Characterization' 논문에 대한 자세한 리뷰입니다.

#Review #Room Acoustics #Room Impulse Response #Acoustic Analysis #Open-Source Platform #Web Application #Data Visualization #Acoustic Metrics #Standards Compliance

2026년 2월 16일

[논문리뷰] AIDev: Studying AI Coding Agents on GitHub

Ahmed E. Hassan이 arXiv에 게시한 'AIDev: Studying AI Coding Agents on GitHub' 논문에 대한 자세한 리뷰입니다.

#Review #AI Coding Agents #GitHub Data #Software Engineering #Pull Request Analysis #Human-AI Collaboration #Developer Productivity #Large Language Models

2026년 2월 16일

[논문리뷰] A Critical Look at Targeted Instruction Selection: Disentangling What Matters (and What Doesn't)

arXiv에 게시된 'A Critical Look at Targeted Instruction Selection: Disentangling What Matters (and What Doesn't)' 논문에 대한 자세한 리뷰입니다.

#Review #Instruction Tuning #Data Selection #Large Language Models (LLMs)#Gradient-based Representations #Optimal Transport #Generalization Bounds #Data Representation

2026년 2월 16일

[논문리뷰] Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception

arXiv에 게시된 'Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Perception #Fine-Grained Analysis #Knowledge Distillation #Region-to-Image #MLLMs #ZoomBench #Reinforcement Learning

2026년 2월 15일

[논문리뷰] Xiaomi-Robotics-0: An Open-Sourced Vision-Language-Action Model with Real-Time Execution

arXiv에 게시된 'Xiaomi-Robotics-0: An Open-Sourced Vision-Language-Action Model with Real-Time Execution' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action (VLA)#Real-Time Robotics #Diffusion Transformer #Flow Matching #Asynchronous Execution #Robot Manipulation #Pre-training #Catastrophic Forgetting

2026년 2월 15일