@article{towardsefficientvlmsinformationtheoretic, title = {Towards Efficient VLMs: Information-Theoretic Driven Compression via Adaptive Structural Pruning}, author = {Zhaoqi Xu and Yingying Zhang and Jian Li and Jianwei Guo and Qiannan Zhu and Hua Huang}, year = {2025}, eprint = {2511.19518}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.19518}, }