Review

[논문리뷰] OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis

arXiv에 게시된 'OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis' 논문에 대한 자세한 리뷰입니다.

#Review #Deep Research Agents #Long-Horizon Trajectories #Offline Trajectory Synthesis #Browser Primitives #Supervised Fine-tuning #Corpus Bootstrapping #Reproducible Pipeline

2026년 3월 23일

[논문리뷰] On the Direction of RLVR Updates for LLM Reasoning: Identification and Exploitation

arXiv에 게시된 'On the Direction of RLVR Updates for LLM Reasoning: Identification and Exploitation' 논문에 대한 자세한 리뷰입니다.

#Review #RLVR #LLM Reasoning #Log Probability Difference #Directional Updates #Test-Time Extrapolation #Advantage Reweighting #Sparse Updates

2026년 3월 23일

[논문리뷰] Omni-WorldBench: Towards a Comprehensive Interaction-Centric Evaluation for World Models

arXiv에 게시된 'Omni-WorldBench: Towards a Comprehensive Interaction-Centric Evaluation for World Models' 논문에 대한 자세한 리뷰입니다.

#Review #World Models #4D Generation #Interactive Response #Evaluation Benchmark #Omni-WorldSuite #Omni-Metrics #AgenticScore #Causal Consistency

2026년 3월 23일

[논문리뷰] MemDLM: Memory-Enhanced DLM Training

arXiv에 게시된 'MemDLM: Memory-Enhanced DLM Training' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Language Models #Train-Inference Mismatch #Bi-level Optimization #Parametric Memory #Fast Weights #Long-Context Understanding #Exposure Bias #In-Weight Retrieval

2026년 3월 23일

[논문리뷰] Look Where It Matters: High-Resolution Crops Retrieval for Efficient VLMs

Ehud Rivlin이 arXiv에 게시한 'Look Where It Matters: High-Resolution Crops Retrieval for Efficient VLMs' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-language models #High-resolution crops #Tool-calling #Efficiency #Reinforcement Learning #Multi-turn interaction #Data curation #Spatial-on-demand

2026년 3월 23일

[논문리뷰] LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning

arXiv에 게시된 'LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Mixture-of-Experts #Native Formal Reasoning #Tool-Integrated Reinforcement Learning #Lean4 #Auto-formalization #Theorem Proving #Hierarchical Importance Sampling Policy Optimization

2026년 3월 23일

[논문리뷰] Insight-V++: Towards Advanced Long-Chain Visual Reasoning with Multimodal Large Language Models

arXiv에 게시된 'Insight-V++: Towards Advanced Long-Chain Visual Reasoning with Multimodal Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Visual Reasoning #Image Understanding #Video Understanding #Multi-Agent System #Reinforcement Learning #Self-Evolving

2026년 3월 23일

[논문리뷰] Group3D: MLLM-Driven Semantic Grouping for Open-Vocabulary 3D Object Detection

Eunbyung Park이 arXiv에 게시한 'Group3D: MLLM-Driven Semantic Grouping for Open-Vocabulary 3D Object Detection' 논문에 대한 자세한 리뷰입니다.

2026년 3월 23일

[논문리뷰] FluidWorld: Reaction-Diffusion Dynamics as a Predictive Substrate for World Models

fpolly이 arXiv에 게시한 'FluidWorld: Reaction-Diffusion Dynamics as a Predictive Substrate for World Models' 논문에 대한 자세한 리뷰입니다.

2026년 3월 23일

[논문리뷰] F4Splat: Feed-Forward Predictive Densification for Feed-Forward 3D Gaussian Splatting

Hyunwoo J. Kim이 arXiv에 게시한 'F4Splat: Feed-Forward Predictive Densification for Feed-Forward 3D Gaussian Splatting' 논문에 대한 자세한 리뷰입니다.

#Review #3D Gaussian Splatting #Feed-Forward #Predictive Densification #Spatially Adaptive Allocation #Novel View Synthesis #Uncalibrated Multi-view #Gaussian Budget Control

2026년 3월 23일

[논문리뷰] BubbleRAG: Evidence-Driven Retrieval-Augmented Generation for Black-Box Knowledge Graphs

Yiwen Wu이 arXiv에 게시한 'BubbleRAG: Evidence-Driven Retrieval-Augmented Generation for Black-Box Knowledge Graphs' 논문에 대한 자세한 리뷰입니다.

2026년 3월 23일

[논문리뷰] s2n-bignum-bench: A practical benchmark for evaluating low-level code reasoning of LLMs

Carlo Lipizzi이 arXiv에 게시한 's2n-bignum-bench: A practical benchmark for evaluating low-level code reasoning of LLMs' 논문에 대한 자세한 리뷰입니다.

2026년 3월 22일

[논문리뷰] WorldAgents: Can Foundation Image Models be Agents for 3D World Models?

Matthias Nießner이 arXiv에 게시한 'WorldAgents: Can Foundation Image Models be Agents for 3D World Models?' 논문에 대한 자세한 리뷰입니다.

#Review #3D World Generation #Foundation Models #Multi-Agent System #Vision-Language Models #3D Consistency #Gaussian Splatting

2026년 3월 22일

[논문리뷰] Versatile Editing of Video Content, Actions, and Dynamics without Training

arXiv에 게시된 'Versatile Editing of Video Content, Actions, and Dynamics without Training' 논문에 대한 자세한 리뷰입니다.

#Review #Video Editing #Training-Free #Inversion-Free #Rectified Flow Models #Similarity Guided Aggregation (SGA)#Annealed Noise Correlation (ANC)#Text-to-Video Flow Models #Dynamic Manipulation

2026년 3월 22일

[논문리뷰] TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation

Begüm Demir이 arXiv에 게시한 'TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models (VLMs)#Earth Observation (EO)#Pixel-Grounded Reasoning #Chain-of-Thought (CoT)#Multi-Modal Reasoning #Multi-Temporal Reasoning #Geospatial Reasoning

2026년 3월 22일

[논문리뷰] TAPESTRY: From Geometry to Appearance via Consistent Turntable Videos

Longwen Zhang이 arXiv에 게시한 'TAPESTRY: From Geometry to Appearance via Consistent Turntable Videos' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #3D Texturing #Geometric Consistency #Turntable Video #Diffusion Models #Neural Rendering

2026년 3월 22일

[논문리뷰] ProactiveBench: Benchmarking Proactiveness in Multimodal Large Language Models

Massimiliano Mancini이 arXiv에 게시한 'ProactiveBench: Benchmarking Proactiveness in Multimodal Large Language Models' 논문에 대한 자세한 리뷰입니다.

2026년 3월 22일

[논문리뷰] LumosX: Relate Any Identities with Their Attributes for Personalized Video Generation

arXiv에 게시된 'LumosX: Relate Any Identities with Their Attributes for Personalized Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Personalized Video Generation #Multi-Subject #Face-Attribute Alignment #Diffusion Models #Attention Mechanisms #Relational Embedding #Text-to-Video

2026년 3월 22일

[논문리뷰] LoopRPT: Reinforcement Pre-Training for Looped Language Models

Yuhan Li이 arXiv에 게시한 'LoopRPT: Reinforcement Pre-Training for Looped Language Models' 논문에 대한 자세한 리뷰입니다.

2026년 3월 22일

[논문리뷰] Language on Demand, Knowledge at Core: Composing LLMs with Encoder-Decoder Translation Models for Extensible Multilinguality

Yang Feng이 arXiv에 게시한 'Language on Demand, Knowledge at Core: Composing LLMs with Encoder-Decoder Translation Models for Extensible Multilinguality' 논문에 대한 자세한 리뷰입니다.

#Review #LLMs #Multilinguality #Encoder-Decoder #Optimal Transport #Cross-Model Mapping #Language-on-Demand #NMT

2026년 3월 22일