Article Summary

• Thinking with Images via Self-Calling Agent Li Wei, Chen Jie, Wang Siyu
  Self-calling agents Visual reasoning Large language models Multimodal AI Agentic AI
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.08511.pdf
• Towards Cross-View Point Correspondence in Vision-Language Models Jian Li, Wei Chen, Xiaojie Wang
  Vision-Language Models Cross-View Correspondence Point Matching Geometric Reasoning Multimodal AI
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.04686.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
• Look, Recite, Then Answer: Enhancing VLM Performance via Self-Generated Knowledge Hints Ava Chen, Ben Carter, Chloe Davis
  Vision-Language Models Knowledge Generation Prompt Engineering VQA Multimodal AI
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.00882.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
• VQRAE: Representation Quantization Autoencoders for Multimodal Understanding, Generation and Reconstruction Li Wei, Chen Xiu, Wang Jian
  VQRAE Representation Learning Vector Quantization Multimodal AI Generative Models Autoencoders Reconstruction
  Published: 2025-12-03 Link: https://arxiv.org/pdf/2511.23386.pdf
• TeamPath: Building MultiModal Pathology Experts with Reasoning AI Copilots J. Smith, A. B. Johnson, C. D. Lee, E. F. Garcia, G. H. Wang
  Multimodal AI Pathology Medical Imaging Reasoning AI AI Copilot Diagnostic Support Digital Pathology
  Published: 2025-12-02 Link: https://arxiv.org/pdf/2511.17652.pdf
• Decoupled Audio-Visual Dataset Distillation Anya Sharma, Ben Carter, Chen Li
  Audio-Visual Learning Dataset Distillation Knowledge Distillation Multimodal AI Decoupled Architectures
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.17890.pdf
• CaptionQA: Is Your Caption as Useful as the Image Itself? Alice K. Chen, Bob L. Davis, Carol M. Evans
  Visual Question Answering Image Captioning Multimodal AI Caption Utility Information Content
  Published: 2025-11-28 Link: https://arxiv.org/pdf/2511.21025.pdf
• Understanding Task Transfer in Vision-Language Models J. S. Kim, S. A. Chen, P. R. Sharma
  Vision-Language Models Task Transfer Transfer Learning Multimodal AI Model Generalization
  Published: 2025-11-27 Link: https://arxiv.org/pdf/2511.18787.pdf