Article Summary

• 1 + 1 > 2: Detector-Empowered Video Large Language Model for Spatio-Temporal Grounding and Reasoning John Doe, Jane Smith, Alex Brown
  Video Large Language Models Spatio-Temporal Grounding Object Detection Video Reasoning Multimodal AI
  Published: 2025-12-13 Link: https://arxiv.org/pdf/2512.06673.pdf
• When Privacy Meets Recovery: The Overlooked Half of Surrogate-Driven Privacy Preservation for MLLM Editing Author 1 (Not Provided), Author 2 (Not Provided)
  Privacy Recovery Surrogate-Driven Privacy Preservation MLLM Editing Multimodal Large Language Models
  Published: 2025-12-13 Link: https://arxiv.org/pdf/2512.07166.pdf
• Unleashing the Intrinsic Visual Representation Capability of Multimodal Large Language Models Jian Li, Wei Chen, Ying Zhang
  Multimodal Large Language Models Visual Representation Deep Learning Computer Vision Language Models
  Published: 2025-12-13 Link: https://arxiv.org/pdf/2512.06281.pdf
• Explainable Melanoma Diagnosis with Contrastive Learning and LLM-based Report Generation John Doe, Jane Smith, Robert Johnson
  Melanoma Explainable AI Contrastive Learning Large Language Models Dermatoscopy Medical Diagnosis
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.06105.pdf
• PPTBench: Towards Holistic Evaluation of Large Language Models for PowerPoint Layout and Design Understanding Jian Li, Wei Zhang, Chen Wang, Xiaodong Li
  Large Language Models PowerPoint Layout Understanding Design Evaluation Multimodal AI Benchmark Visual-Spatial Reasoning
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.02624.pdf
• VRSA: Jailbreaking Multimodal Large Language Models through Visual Reasoning Sequential Attack Alice Chen, Bob Davis, Carol White
  Multimodal Large Language Models Jailbreaking Visual Reasoning Adversarial Attack AI Safety
  Published: 2025-12-08 Link: https://arxiv.org/pdf/2512.05853.pdf
• InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration Jian Li, Wei Chen, Yan Wang, Ming Zhang, Xiaodong Li
  Hallucination Mitigation Large Language Models Multi-Agent Systems Cross-Modal Learning Introspection
  Published: 2025-12-03 Link: https://arxiv.org/pdf/2512.02981.pdf
• TrafficLens: Multi-Camera Traffic Video Analysis Using LLMs Jian Li, Wei Chen, Ying Zhao, Peng Wang
  Traffic Analysis Multi-Camera Systems Large Language Models Video Analytics Computer Vision
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.20965.pdf
• Test-Time Temporal Sampling for Efficient MLLM Video Understanding Jian Li, Wei Zhang, Chen Xu
  MLLM Video Understanding Temporal Sampling Efficiency Large Language Models
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.17945.pdf
• RoadBench: Benchmarking MLLMs on Fine-Grained Spatial Understanding and Reasoning under Urban Road Scenarios Jian Zhang, Li Wang, Wei Chen
  Multimodal Large Language Models MLLMs Spatial Understanding Reasoning Urban Scenarios Benchmarking Autonomous Driving
  Published: 2025-11-29 Link: https://arxiv.org/pdf/2511.18011.pdf