Review

[논문리뷰] Locality-Attending Vision Transformer

arXiv에 게시된 'Locality-Attending Vision Transformer' 논문에 대한 자세한 리뷰입니다.

#Review #Vision Transformer #Semantic Segmentation #Attention Mechanism #Locality Bias #Gaussian Kernel #Patch Representation #Foundation Models

2026년 3월 5일

[논문리뷰] Large Multimodal Models as General In-Context Classifiers

arXiv에 게시된 'Large Multimodal Models as General In-Context Classifiers' 논문에 대한 자세한 리뷰입니다.

#Review #Large Multimodal Models #In-Context Learning #Image Classification #Open-World Classification #Zero-Shot Learning #Vision-Language Models #CLIP

2026년 3월 5일

[논문리뷰] KARL: Knowledge Agents via Reinforcement Learning

arXiv에 게시된 'KARL: Knowledge Agents via Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Knowledge Agents #Enterprise Search #Grounded Reasoning #Multi-task Learning #Off-policy RL #Test-time Compute #Agentic Synthesis

2026년 3월 5일

[논문리뷰] HiFi-Inpaint: Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images

arXiv에 게시된 'HiFi-Inpaint: Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images' 논문에 대한 자세한 리뷰입니다.

#Review #Reference-Based Inpainting #High-Fidelity Image Generation #Human-Product Images #Diffusion Models #Detail Preservation #Attention Mechanisms #Loss Functions #Dataset Construction

2026년 3월 5일

[논문리뷰] DreamWorld: Unified World Modeling in Video Generation

Shaofeng Zhang이 arXiv에 게시한 'DreamWorld: Unified World Modeling in Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #World Modeling #Diffusion Models #Multi-modal Integration #Temporal Consistency #Spatial Geometry #Semantic Consistency #Constraint Annealing

2026년 3월 5일

[논문리뷰] Distribution-Conditioned Transport

Omar Abudayyeh이 arXiv에 게시한 'Distribution-Conditioned Transport' 논문에 대한 자세한 리뷰입니다.

#Review #Distribution-Conditioned Transport #Generative Distribution Embeddings #Optimal Transport #Flow Matching #Semi-Supervised Learning #Generalization #Single-cell Genomics #Batch Effect Transfer

2026년 3월 5일

[논문리뷰] DARE: Aligning LLM Agents with the R Statistical Ecosystem via Distribution-Aware Retrieval

arXiv에 게시된 'DARE: Aligning LLM Agents with the R Statistical Ecosystem via Distribution-Aware Retrieval' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #R Statistical Ecosystem #Retrieval-Augmented Generation #Distribution-Aware Retrieval #R Package Knowledge Base #Statistical Analysis #Embedding Models

2026년 3월 5일

[논문리뷰] AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual Scenarios

arXiv에 게시된 'AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual Scenarios' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Agents #Visual Reasoning #Tool Use #Benchmark #Long-Horizon Tasks #Realistic Scenarios #Agentic Intelligence

2026년 3월 5일

[논문리뷰] T2S-Bench & Structure-of-Thought: Benchmarking and Prompting Comprehensive Text-to-Structure Reasoning

linyueqian이 arXiv에 게시한 'T2S-Bench & Structure-of-Thought: Benchmarking and Prompting Comprehensive Text-to-Structure Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Benchmarking #Text-to-Structure #LLM Prompting #Structure-of-Thought #Multihop Reasoning #Graph Extraction #Scientific Documents #Text Processing

2026년 3월 4일

[논문리뷰] Specificity-aware reinforcement learning for fine-grained open-world classification

arXiv에 게시된 'Specificity-aware reinforcement learning for fine-grained open-world classification' 논문에 대한 자세한 리뷰입니다.

#Review #Open-World Classification #Fine-Grained Classification #Reinforcement Learning #LMMs #Specificity-Aware Reward #GRPO #LLM-as-a-Judge #Cross-Domain Generalization

2026년 3월 4일

[논문리뷰] SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via Continuous Integration

Bing Zhao이 arXiv에 게시한 'SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via Continuous Integration' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Software Engineering #Code Maintenance #Continuous Integration #Benchmark #Code Generation #Long-term Evaluation #Technical Debt

2026년 3월 4일

[논문리뷰] RIVER: A Real-Time Interaction Benchmark for Video LLMs

arXiv에 게시된 'RIVER: A Real-Time Interaction Benchmark for Video LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal LLMs #Real-time Interaction #Video Understanding #Benchmark #Temporal Reasoning #Long-term Memory #Proactive Response

2026년 3월 4일

[논문리뷰] Phi-4-reasoning-vision-15B Technical Report

arXiv에 게시된 'Phi-4-reasoning-vision-15B Technical Report' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal LLMs #Efficient AI #Reasoning Models #Vision-Language Models #Data Curation #Mid-Fusion #High-Resolution Vision #Small Language Models

2026년 3월 4일

[논문리뷰] Memex(RL): Scaling Long-Horizon LLM Agents via Indexed Experience Memory

Wei Wei이 arXiv에 게시한 'Memex(RL): Scaling Long-Horizon LLM Agents via Indexed Experience Memory' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Long-Horizon Tasks #Memory Management #Indexed Experience Memory #Reinforcement Learning #Context Window #Tool Use #MEMEXRL

2026년 3월 4일

[논문리뷰] MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning

Liancheng Zhang이 arXiv에 게시한 'MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Memory Retrieval #Proxy Model #Reinforcement Learning #Outcome-Driven Rewards #Long-Term Memory #Curriculum Learning #Model Merging #Inference-Time Scaling

2026년 3월 4일

[논문리뷰] MUSE: A Run-Centric Platform for Multimodal Unified Safety Evaluation of Large Language Models

Yiran Chen이 arXiv에 게시한 'MUSE: A Run-Centric Platform for Multimodal Unified Safety Evaluation of Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal LLMs #Safety Evaluation #Red Teaming #Adversarial Attacks #Modality Switching #LLM Alignment #Compliance #ASR

2026년 3월 4일

[논문리뷰] MIBURI: Towards Expressive Interactive Gesture Synthesis

Christian Theobalt이 arXiv에 게시한 'MIBURI: Towards Expressive Interactive Gesture Synthesis' 논문에 대한 자세한 리뷰입니다.

#Review #Embodied Conversational Agents #Gesture Synthesis #Real-time AI #Causal Models #Transformer Networks #Residual VQ-VAE #Speech-text Foundation Models

2026년 3월 4일

[논문리뷰] Heterogeneous Agent Collaborative Reinforcement Learning

arXiv에 게시된 'Heterogeneous Agent Collaborative Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Large Language Models #Multi-Agent Systems #Policy Optimization #Heterogeneous Agents #Sample Efficiency #Knowledge Transfer #RLVR

2026년 3월 4일

[논문리뷰] Helios: Real Real-Time Long Video Generation Model

arXiv에 게시된 'Helios: Real Real-Time Long Video Generation Model' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Real-Time #Long Video #Diffusion Transformers #Anti-Drifting #Memory Optimization #Distillation #Autoregressive Models

2026년 3월 4일

[논문리뷰] HDINO: A Concise and Efficient Open-Vocabulary Detector

Yong Li이 arXiv에 게시한 'HDINO: A Concise and Efficient Open-Vocabulary Detector' 논문에 대한 자세한 리뷰입니다.

#Review #Open-Vocabulary Object Detection #Transformer #DINO #CLIP #Semantic Alignment #Hard Example Mining #Feature Fusion #Two-stage Training

2026년 3월 4일