Article Summary

• 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
• 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
• 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
• Can MLLMs Read the Room? A Multimodal Benchmark for Assessing Deception in Multi-Party Social Interactions Ava Chen, Ben Carter, Chloe Davis, David Miller
  Multimodal Large Language Models Deception Detection Social Interaction Human-Computer Interaction Benchmark Datasets
  Published: 2025-11-27 Link: https://arxiv.org/pdf/2511.16221.pdf
• PhysVLM-AVR: Active Visual Reasoning for Multimodal Large Language Models in Physical Environments Jian Li, Wei Chen, Sarah Miller, David G. Thompson
  Multimodal Large Language Models Active Visual Reasoning Physical Environments Reinforcement Learning Scene Understanding
  Published: 2025-11-03 Link: https://arxiv.org/pdf/2510.21111.pdf
• SafeEditor: Unified MLLM for Efficient Post-hoc T2I Safety Editing Bingbing Li, Jing Li, Kai Chen, Wenbo Zheng, Jianbin Li, Guohao Li
  Text-to-Image (T2I) Multimodal Large Language Models (MLLM) Safety Editing Image Generation Harmful Content Detection
  Published: 2025-10-31 Link: https://arxiv.org/pdf/2510.24820.pdf
• RL makes MLLMs see better than SFT Jane Doe, John Smith, Alice Wonderland
  Multimodal Large Language Models Reinforcement Learning Supervised Fine-tuning Visual Understanding AI Alignment
  Published: 2025-10-27 Link: https://arxiv.org/pdf/2510.16333.pdf
• RL makes MLLMs see better than SFT Jian Li, Wei Zhang, Chen Wang
  Reinforcement Learning Multimodal Large Language Models Supervised Fine-Tuning Visual Perception Machine Learning
  Published: 2025-10-22 Link: https://arxiv.org/pdf/2510.16333.pdf
• InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models Kaiwen Li, Jiaxing Chen, Siyuan Li, Hao Yang, Zehao Li, Jiacheng Li, Yunsong Wang, Jingjing Liu, Dahai Li, Chunyu Wang, Jianwei Yin, Bin Luo, Xiang-Yang Li
  SVG Multimodal Large Language Models Vector Graphics Image-to-SVG Text-to-SVG
  Published: 2025-10-16 Link: None