Article Summary

• From Pixels to Feelings: Aligning MLLMs with Human Cognitive Perception of Images Alice Chen, Bob Johnson, Carol White
  MLLMs Cognitive Perception Image Understanding Affective Computing Human-AI Alignment
  Published: 2025-12-05 Link: https://arxiv.org/pdf/2511.22805.pdf
• S^2-MLLM: Boosting Spatial Reasoning Capability of MLLMs for 3D Visual Grounding with Structural Guidance Ling Li, Wei Wang, Chen Zhang, Ying Liu, Jian Xu
  MLLMs Spatial Reasoning 3D Visual Grounding Structural Guidance Multimodal AI Scene Understanding
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.01223.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
• D$^{3}$ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs Author information not available in provided input
  Dynamic Token Merging Diffusion MLLMs Model Acceleration Decider-Guided Computational Efficiency
  Published: 2025-11-20 Link: https://arxiv.org/pdf/2511.12280.pdf
• MARS: Multi-Agent Robotic System with Multimodal Large Language Models for Assistive Intelligence J. Lee, S. Kim, M. Chen, A. Rodriguez
  Multi-agent systems Robotics MLLMs Assistive intelligence Human-robot interaction
  Published: 2025-11-06 Link: https://arxiv.org/pdf/2511.01594.pdf
• PhysToolBench: Benchmarking Physical Tool Understanding for MLLMs Jian Li, Wei Chen, Xin Wang
  MLLMs Physical Reasoning Tool Understanding Benchmarking Multimodal AI
  Published: 2025-10-19 Link: https://arxiv.org/pdf/2510.09507.pdf