Review

[논문리뷰] SAIL-VL2 Technical Report

Zijian Kang이 arXiv에 게시한 'SAIL-VL2 Technical Report' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Model #Multimodal Understanding #Mixture-of-Experts #Progressive Training #Data Curation #Supervised Fine-tuning #Reinforcement Learning #SAIL-ViT

2025년 9월 18일

[논문리뷰] PANORAMA: The Rise of Omnidirectional Vision in the Embodied AI Era

Zihao Dongfang이 arXiv에 게시한 'PANORAMA: The Rise of Omnidirectional Vision in the Embodied AI Era' 논문에 대한 자세한 리뷰입니다.

#Review #Omnidirectional Vision #Embodied AI #Panoramic Perception #Multi-modal Learning #Dataset Development #Robot Navigation #Spatial Reasoning #System Architecture

2025년 9월 18일

[논문리뷰] MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook

Bowen Zhou이 arXiv에 게시한 'MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Reasoning #Large Language Models (LLMs)#Multimodal Large Language Models (MLLMs)#Visual Grounding #Visual Question Answering #Advertisement Video Analysis #Real-world Scenarios #Challenge Benchmark

2025년 9월 18일

[논문리뷰] Improving Context Fidelity via Native Retrieval-Augmented Reasoning

Xiangru Tang이 arXiv에 게시한 'Improving Context Fidelity via Native Retrieval-Augmented Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Context Fidelity #Retrieval-Augmented Generation (RAG)#Large Language Models (LLMs)#Reinforcement Learning (RL)#Supervised Fine-Tuning (SFT)#Hallucination #Question Answering #In-context Retrieval #Curriculum Learning

2025년 9월 18일

[논문리뷰] Hala Technical Report: Building Arabic-Centric Instruction & Translation Models at Scale

Bernard Ghanem이 arXiv에 게시한 'Hala Technical Report: Building Arabic-Centric Instruction & Translation Models at Scale' 논문에 대한 자세한 리뷰입니다.

#Review #Arabic NLP #Instruction Tuning #Machine Translation #Large Language Models #FP8 Quantization #Data Bootstrapping #Model Merging #Language-Centric AI

2025년 9월 18일

[논문리뷰] GenExam: A Multidisciplinary Text-to-Image Exam

Yu Qiao이 arXiv에 게시한 'GenExam: A Multidisciplinary Text-to-Image Exam' 논문에 대한 자세한 리뷰입니다.

#Review #Text-to-Image Generation #Multidisciplinary #Benchmark #Evaluation #AGI #Reasoning #Scoring System #Visual Question Answering

2025년 9월 18일

[논문리뷰] WebWeaver: Structuring Web-Scale Evidence with Dynamic Outlines for Open-Ended Deep Research

Houquan Zhou이 arXiv에 게시한 'WebWeaver: Structuring Web-Scale Evidence with Dynamic Outlines for Open-Ended Deep Research' 논문에 대한 자세한 리뷰입니다.

#Review #Open-Ended Deep Research #LLM Agents #Dynamic Outline #Evidence Acquisition #Hierarchical Writing #Memory Bank #State-of-the-Art #Supervised Fine-Tuning

2025년 9월 17일

[논문리뷰] WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning

Huifeng Yin이 arXiv에 게시한 'WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Web Agents #Reinforcement Learning #Synthetic Data #Knowledge Graphs #LLMs #Supervised Fine-Tuning #Sim-to-Real Transfer #Agentic AI

2025년 9월 17일

[논문리뷰] WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents

Wenbiao Yin이 arXiv에 게시한 'WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic AI #Deep Research #Iterative Reasoning #Long-Horizon Tasks #Context Management #Data Synthesis #Tool-Augmented LLMs #Markov Decision Process

2025년 9월 17일

[논문리뷰] Towards General Agentic Intelligence via Environment Scaling

Guangyu Li이 arXiv에 게시한 'Towards General Agentic Intelligence via Environment Scaling' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic AI #Environment Scaling #Function Calling #Tool Use #Large Language Models #Synthetic Data Generation #Supervised Fine-tuning

2025년 9월 17일

[논문리뷰] Single-stream Policy Optimization

Zihan Ding이 arXiv에 게시한 'Single-stream Policy Optimization' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #LLM Optimization #Policy Gradient #Variance Reduction #Adaptive Sampling #Scalability #Agentic Systems #RLVR

2025년 9월 17일

[논문리뷰] Scaling Agents via Continual Pre-training

Guangyu Li이 arXiv에 게시한 'Scaling Agents via Continual Pre-training' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic LLMs #Continual Pre-training #Deep Research Agents #Tool Use #Multi-step Reasoning #Data Synthesis #Scaling Laws

2025년 9월 17일

[논문리뷰] ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Litu Ou이 arXiv에 게시한 'ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Context Management #Summarization #ReAct #Reinforcement Learning #Web Search #Long-Horizon Reasoning

2025년 9월 17일

[논문리뷰] Optimal Brain Restoration for Joint Quantization and Sparsification of LLMs

Luca Benini이 arXiv에 게시한 'Optimal Brain Restoration for Joint Quantization and Sparsification of LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Compression #Quantization #Sparsification #Post-training Quantization #Hessian-based Optimization #Error Compensation #Low-bit LLMs

2025년 9월 17일

[논문리뷰] Multiple Instance Learning Framework with Masked Hard Instance Mining for Gigapixel Histopathology Image Analysis

Bo Liu이 arXiv에 게시한 'Multiple Instance Learning Framework with Masked Hard Instance Mining for Gigapixel Histopathology Image Analysis' 논문에 대한 자세한 리뷰입니다.

#Review #Multiple Instance Learning #Hard Instance Mining #Computational Pathology #Whole Slide Images #Masked Learning #Siamese Network #Medical Image Analysis

2025년 9월 17일

[논문리뷰] Multimodal Reasoning for Science: Technical Report and 1st Place Solution to the ICML 2025 SeePhys Challenge

Wentao Zhang이 arXiv에 게시한 'Multimodal Reasoning for Science: Technical Report and 1st Place Solution to the ICML 2025 SeePhys Challenge' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Reasoning #Science AI #Caption-assisted Reasoning #SeePhys Challenge #Large Language Models #Visual Question Answering #Physics Problems #Cross-modal Alignment

2025년 9월 17일

[논문리뷰] Hunyuan3D Studio: End-to-End AI Pipeline for Game-Ready 3D Asset Generation

Lixin Xu이 arXiv에 게시한 'Hunyuan3D Studio: End-to-End AI Pipeline for Game-Ready 3D Asset Generation' 논문에 대한 자세한 리뷰입니다.

#Review #3D Asset Generation #AI Pipeline #Generative AI #Game Development #Diffusion Models #Neural Modules #Retopology #UV Unwrapping

2025년 9월 17일

[논문리뷰] Exact Coset Sampling for Quantum Lattice Algorithms

Yifan Zhang이 arXiv에 게시한 'Exact Coset Sampling for Quantum Lattice Algorithms' 논문에 대한 자세한 리뷰입니다.

#Review #Quantum Algorithms #Lattice Problems #Coset Sampling #Quantum Fourier Transform (QFT)#Modular Arithmetic #Quantum Cryptography #Exact Sampling

2025년 9월 17일

[논문리뷰] EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving

Shansan Gong이 arXiv에 게시한 'EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving' 논문에 대한 자세한 리뷰입니다.

#Review #Automated Theorem Proving #LLM #Test-Time Scaling #Chain-of-Thought #Reinforcement Learning #Efficiency Optimization #Token Cost #Sampling Cost #Dynamic CoT Switching

2025년 9월 17일

[논문리뷰] 3D Aware Region Prompted Vision Language Model

Xiaolong Li이 arXiv에 게시한 '3D Aware Region Prompted Vision Language Model' 논문에 대한 자세한 리뷰입니다.

#Review #3D Vision #Vision-Language Models #Spatial Reasoning #Region Prompting #Multi-view Learning #Depth Estimation #Unified Representation #Generative AI

2025년 9월 17일