Review

[논문리뷰] Generating an Image From 1,000 Words: Enhancing Text-to-Image With Structured Captions

arXiv에 게시된 'Generating an Image From 1,000 Words: Enhancing Text-to-Image With Structured Captions' 논문에 대한 자세한 리뷰입니다.

#Review #Text-to-Image Generation #Structured Captions #LLM Fusion #Controllability #Image Generation Evaluation #Diffusion Models #DimFusion #TaBR

2025년 11월 10일

[논문리뷰] FLEX: Continuous Agent Evolution via Forward Learning from Experience

Jiangjie Chen이 arXiv에 게시한 'FLEX: Continuous Agent Evolution via Forward Learning from Experience' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Agents #Continuous Learning #Experience Library #Forward Learning #Meta-MDP #Knowledge Distillation #Non-parametric Adaptation

2025년 11월 10일

[논문리뷰] Do LLMs Feel? Teaching Emotion Recognition with Prompts, Retrieval, and Curriculum Learning

arXiv에 게시된 'Do LLMs Feel? Teaching Emotion Recognition with Prompts, Retrieval, and Curriculum Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Emotion Recognition in Conversation #Large Language Models #Prompt Engineering #Demonstration Retrieval #Curriculum Learning #Fine-tuning #Affective Computing #SOTA

2025년 11월 10일

[논문리뷰] DigiData: Training and Evaluating General-Purpose Mobile Control Agents

arXiv에 게시된 'DigiData: Training and Evaluating General-Purpose Mobile Control Agents' 논문에 대한 자세한 리뷰입니다.

#Review #Mobile Control Agents #User Interface Automation #Large-Scale Dataset #Benchmarking #LLM Judges #Data Diversity #Task Success Rate

2025년 11월 10일

[논문리뷰] Diffusion-SDPO: Safeguarded Direct Preference Optimization for Diffusion Models

Zhao Xu이 arXiv에 게시한 'Diffusion-SDPO: Safeguarded Direct Preference Optimization for Diffusion Models' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Direct Preference Optimization (DPO)#Safeguarded Learning #Text-to-Image Generation #Preference Alignment #Generative Models #Stable Diffusion

2025년 11월 10일

[논문리뷰] DRIVE: Data Curation Best Practices for Reinforcement Learning with Verifiable Reward in Competitive Code Generation

arXiv에 게시된 'DRIVE: Data Curation Best Practices for Reinforcement Learning with Verifiable Reward in Competitive Code Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning with Verifiable Reward #Competitive Programming #Code Generation #Data Curation #Curriculum Learning #Supervised Fine-tuning #Entropy Expansion

2025년 11월 10일

[논문리뷰] DIMO: Diverse 3D Motion Generation for Arbitrary Objects

Kostas Daniilidis이 arXiv에 게시한 'DIMO: Diverse 3D Motion Generation for Arbitrary Objects' 논문에 대한 자세한 리뷰입니다.

#Review #3D Motion Generation #Generative Models #Arbitrary Objects #Neural Key Points #Latent Space #4D Content Generation #Diffusion Models #3D Gaussian Splatting

2025년 11월 10일

[논문리뷰] Ariadne: A Controllable Framework for Probing and Extending VLM Reasoning Boundaries

Zhengzhong Tu이 arXiv에 게시한 'Ariadne: A Controllable Framework for Probing and Extending VLM Reasoning Boundaries' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models (VLMs)#Reinforcement Learning (RL)#Spatial Reasoning #Controllable Framework #RLVR #GRPO #Maze Navigation #Generalization Boundaries

2025년 11월 10일

[논문리뷰] 10 Open Challenges Steering the Future of Vision-Language-Action Models

arXiv에 게시된 '10 Open Challenges Steering the Future of Vision-Language-Action Models' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language-Action Models #Embodied AI #Robotics #Multimodal Perception #Cross-Robot Generalization #Hierarchical Planning #World Models #Robot Safety

2025년 11월 10일

[논문리뷰] Visual Spatial Tuning

arXiv에 게시된 'Visual Spatial Tuning' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models #Spatial Reasoning #Spatial Perception #Dataset Creation #Reinforcement Learning #Visuospatial AI #Robotics

2025년 11월 9일

[논문리뷰] VeriCoT: Neuro-symbolic Chain-of-Thought Validation via Logical Consistency Checks

arXiv에 게시된 'VeriCoT: Neuro-symbolic Chain-of-Thought Validation via Logical Consistency Checks' 논문에 대한 자세한 리뷰입니다.

#Review #Neuro-symbolic AI #Chain-of-Thought #Large Language Models #Logical Consistency #Automated Verification #Fine-tuning #SMT Solvers #Self-Reflection

2025년 11월 9일

[논문리뷰] Towards Mitigating Hallucinations in Large Vision-Language Models by Refining Textual Embeddings

Jiaxin Yuan이 arXiv에 게시한 'Towards Mitigating Hallucinations in Large Vision-Language Models by Refining Textual Embeddings' 논문에 대한 자세한 리뷰입니다.

#Review #Hallucination Mitigation #Large Vision-Language Models #Textual Embeddings #Multimodal Reasoning #Attention Mechanism #Visual Grounding #Modality Imbalance

2025년 11월 9일

[논문리뷰] Too Good to be Bad: On the Failure of LLMs to Role-Play Villains

arXiv에 게시된 'Too Good to be Bad: On the Failure of LLMs to Role-Play Villains' 논문에 대한 자세한 리뷰입니다.

#Review #LLM #Role-playing #Safety Alignment #Villain #Persona Simulation #Moral Alignment #Benchmark #Character Fidelity

2025년 11월 9일

[논문리뷰] Real-Time Reasoning Agents in Evolving Environments

arXiv에 게시된 'Real-Time Reasoning Agents in Evolving Environments' 논문에 대한 자세한 리뷰입니다.

#Review #Real-time Reasoning #LLM Agents #Dynamic Environments #Dual-System AI #AgileThinker #Reactive Planning #Cognitive Load #Time Pressure

2025년 11월 9일

[논문리뷰] Jailbreaking in the Haystack

Alexander Robey이 arXiv에 게시한 'Jailbreaking in the Haystack' 논문에 대한 자세한 리뷰입니다.

#Review #Jailbreaking #LLM Safety #Long-Context Models #Positional Bias #Attack Success Rate (ASR)#Prompt Engineering #Compute Efficiency #AI Agents

2025년 11월 9일

[논문리뷰] HAFixAgent: History-Aware Automated Program Repair Agent

Ahmed E. Hassan이 arXiv에 게시한 'HAFixAgent: History-Aware Automated Program Repair Agent' 논문에 대한 자세한 리뷰입니다.

#Review #Automated Program Repair #AI Agent #Large Language Models #Repository Mining #Historical Context #Bug Fixing #Defects4J

2025년 11월 9일

[논문리뷰] Dense Motion Captioning

Paolo Rota이 arXiv에 게시한 'Dense Motion Captioning' 논문에 대한 자세한 리뷰입니다.

#Review #3D Human Motion #Dense Captioning #Large Language Models #Motion Understanding #Temporal Localization #Human-Language Datasets #Motion Generation

2025년 11월 9일

[논문리뷰] DeepEyesV2: Toward Agentic Multimodal Model

Guohai Xu이 arXiv에 게시한 'DeepEyesV2: Toward Agentic Multimodal Model' 논문에 대한 자세한 리뷰입니다.

#Review #Agentic AI #Multimodal Models #Tool Use #Reinforcement Learning #Supervised Fine-tuning #Multimodal Reasoning #Web Search #Code Execution

2025년 11월 9일

[논문리뷰] CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?

Baixuan Xu이 arXiv에 게시한 'CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Calibration #Confidence Calibration #Uncertainty Estimation #Critique Learning #Supervised Fine-Tuning #Natural Language Processing #Self-Critique

2025년 11월 9일

[논문리뷰] V-Thinker: Interactive Thinking with Images

Peiqing Yang이 arXiv에 게시한 'V-Thinker: Interactive Thinking with Images' 논문에 대한 자세한 리뷰입니다.

#Review #Large Multimodal Models #Interactive Reasoning #Vision-Centric Thinking #Reinforcement Learning #Data Synthesis #Visual Tools #Curriculum Learning #Multimodal AI

2025년 11월 9일