Review

[논문리뷰] Chain of World: World Model Thinking in Latent Motion

Lei Fan이 arXiv에 게시한 'Chain of World: World Model Thinking in Latent Motion' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action Models #World Models #Latent Motion #Embodied Intelligence #Temporal Reasoning #Disentangled Representation #Robotics #Pretraining

2026년 3월 3일

[논문리뷰] CFG-Ctrl: Control-Based Classifier-Free Diffusion Guidance

arXiv에 게시된 'CFG-Ctrl: Control-Based Classifier-Free Diffusion Guidance' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Classifier-Free Guidance #Control Theory #Sliding Mode Control #Text-to-Image Generation #Flow Matching #Generative AI #Robustness

2026년 3월 3일

[논문리뷰] BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?

arXiv에 게시된 'BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?' 논문에 대한 자세한 리뷰입니다.

#Review #Code Agent Evaluation #Software Engineering LLMs #Cross-Repository Reasoning #Dependency Migration #Repository Generation #BeyondSWE #SearchSWE #External Knowledge Integration

2026년 3월 3일

[논문리뷰] Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models

arXiv에 게시된 'Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models' 논문에 대한 자세한 리뷰입니다.

#Review #Generative Reward Models #Chain-of-Thought #Breadth-CoT #Depth-CoT #Reinforcement Learning #Reward Modeling #Mechanism Alignment

2026년 3월 3일

[논문리뷰] Beyond Language Modeling: An Exploration of Multimodal Pretraining

arXiv에 게시된 'Beyond Language Modeling: An Exploration of Multimodal Pretraining' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Pretraining #Vision-Language Models #Mixture-of-Experts (MoE)#Representation Autoencoders (RAE)#World Modeling #Scaling Laws #Diffusion Models #Unified Architectures

2026년 3월 3일

[논문리뷰] APRES: An Agentic Paper Revision and Evaluation System

arXiv에 게시된 'APRES: An Agentic Paper Revision and Evaluation System' 논문에 대한 자세한 리뷰입니다.

#Review #Large Language Models #Peer Review #Automated Revision #Citation Prediction #Agentic AI #Rubric Discovery #Scholarly Communication

2026년 3월 3일

[논문리뷰] WorldStereo: Bridging Camera-Guided Video Generation and Scene Reconstruction via 3D Geometric Memories

arXiv에 게시된 'WorldStereo: Bridging Camera-Guided Video Generation and Scene Reconstruction via 3D Geometric Memories' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #3D Reconstruction #Camera Control #Diffusion Models #Geometric Memory #Multi-View Consistency #World Model

2026년 3월 2일

[논문리뷰] When Does RL Help Medical VLMs? Disentangling Vision, SFT, and RL Gains

arXiv에 게시된 'When Does RL Help Medical VLMs? Disentangling Vision, SFT, and RL Gains' 논문에 대한 자세한 리뷰입니다.

#Review #Medical VLMs #Reinforcement Learning #Supervised Fine-tuning #Visual Question Answering #Multi-modality #Reasoning Capacity #MedMNIST

2026년 3월 2일

[논문리뷰] VGGT-Det: Mining VGGT Internal Priors for Sensor-Geometry-Free Multi-View Indoor 3D Object Detection

arXiv에 게시된 'VGGT-Det: Mining VGGT Internal Priors for Sensor-Geometry-Free Multi-View Indoor 3D Object Detection' 논문에 대한 자세한 리뷰입니다.

#Review #3D Object Detection #Multi-View #Sensor-Geometry-Free #Transformer #VGGT #Attention-Guided Query Generation #Query-Driven Feature Aggregation

2026년 3월 2일

[논문리뷰] Tool-R0: Self-Evolving LLM Agents for Tool-Learning from Zero Data

arXiv에 게시된 'Tool-R0: Self-Evolving LLM Agents for Tool-Learning from Zero Data' 논문에 대한 자세한 리뷰입니다.

#Review #Large Language Models (LLMs)#Self-Play Reinforcement Learning (RL)#Tool-Learning #Zero-Data Learning #LLM Agents #Curriculum Learning #Reward Shaping #Co-evolution

2026년 3월 2일

[논문리뷰] Spectral Condition for μP under Width-Depth Scaling

arXiv에 게시된 'Spectral Condition for μP under Width-Depth Scaling' 논문에 대한 자세한 리뷰입니다.

#Review #μP #Width-Depth Scaling #Spectral Condition #Hyperparameter Transfer #Generative Foundation Models #Deep Residual Networks #Scale Invariance

2026년 3월 2일

[논문리뷰] SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale

arXiv에 게시된 'SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale' 논문에 대한 자세한 리뷰입니다.

#Review #SWE Agents #Reinforcement Learning #Task Collection #Language-Agnostic #Automated Pipeline #Docker #LLM Judges #Reproducibility

2026년 3월 2일

[논문리뷰] RubricBench: Aligning Model-Generated Rubrics with Human Standards

arXiv에 게시된 'RubricBench: Aligning Model-Generated Rubrics with Human Standards' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Evaluation #Reward Models #Rubric-Guided Evaluation #Benchmarks #Model Alignment #Human Standards #Cognitive Misalignment

2026년 3월 2일

[논문리뷰] Recursive Think-Answer Process for LLMs and VLMs

Yong Man Ro이 arXiv에 게시한 'Recursive Think-Answer Process for LLMs and VLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LLMs #VLMs #Reasoning #Self-Correction #Reinforcement Learning #Confidence Estimation #Iterative Refinement #Think-Answer

2026년 3월 2일

[논문리뷰] Reasoning Core: A Scalable Procedural Data Generation Suite for Symbolic Pre-training and Post-Training

arXiv에 게시된 'Reasoning Core: A Scalable Procedural Data Generation Suite for Symbolic Pre-training and Post-Training' 논문에 대한 자세한 리뷰입니다.

#Review #Procedural Data Generation #Symbolic Reasoning #Language Model Pre-training #Reinforcement Learning with Verifiable Rewards #Formal Logic #PDDL Planning #Context-Free Grammars

2026년 3월 2일

[논문리뷰] OpenAutoNLU: Open Source AutoML Library for NLU

Ayaz Zaripov이 arXiv에 게시한 'OpenAutoNLU: Open Source AutoML Library for NLU' 논문에 대한 자세한 리뷰입니다.

#Review #AutoML #Natural Language Understanding #Text Classification #Named Entity Recognition #Out-of-Distribution Detection #Few-Shot Learning #Data Quality #Low-Code API

2026년 3월 2일

[논문리뷰] OmniLottie: Generating Vector Animations via Parameterized Lottie Tokens

arXiv에 게시된 'OmniLottie: Generating Vector Animations via Parameterized Lottie Tokens' 논문에 대한 자세한 리뷰입니다.

#Review #Vector Animation Generation #Lottie #Multimodal Instructions #Tokenizer #Vision-Language Models #Generative AI #Dataset

2026년 3월 2일

[논문리뷰] MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning

arXiv에 게시된 'MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Reasoning #Multi-Image Analysis #Real-life Scenarios #Benchmark #MLLMs Evaluation #Chain-of-Thought #Reasoning Types

2026년 3월 2일

[논문리뷰] Legal RAG Bench: an end-to-end benchmark for legal RAG

arXiv에 게시된 'Legal RAG Bench: an end-to-end benchmark for legal RAG' 논문에 대한 자세한 리뷰입니다.

#Review #Retrieval-Augmented Generation (RAG)#Legal AI #Benchmark #Evaluation Methodology #Embedding Models #Large Language Models (LLMs)#Error Decomposition #Information Retrieval

2026년 3월 2일

[논문리뷰] Learn Hard Problems During RL with Reference Guided Fine-tuning

arXiv에 게시된 'Learn Hard Problems During RL with Reference Guided Fine-tuning' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Mathematical Reasoning #Reward Sparsity #Fine-tuning #Large Language Models #Reference-Guided Learning #DAPO

2026년 3월 2일