3 papers
cs.AI2026
Geo-Code: A Code Framework for Reverse Code Generation from Geometric Images Based on Two-Stage Multi-Agent Evolution
Zhenyu Wu, Yanxi Long, Jian Li +1
Program code serves as a bridge linking vision and logic, providing a feasible supervisory approach for enhancing the multimodal reasoning capability of large models through geomet…
cs.CV2025
Towards Efficient VLMs: Information-Theoretic Driven Compression via Adaptive Structural Pruning
Zhaoqi Xu, Yingying Zhang, Jian Li +3
Recent advances in vision-language models (VLMs) have shown remarkable performance across multimodal tasks, yet their ever-growing scale poses severe challenges for deployment and…
cs.AI2025
MAGMA-Edu: Multi-Agent Generative Multimodal Framework for Text-Diagram Educational Question Generation
Zhenyu Wu, Jian Li, Hua Huang
Educational illustrations play a central role in communicating abstract concepts, yet current multimodal large language models (MLLMs) remain limited in producing pedagogically coh…