@article{edgefmefficientedgeinferenceforvisionlan, title = {EdgeFM: Efficient Edge Inference for Vision-Language Models}, author = {Mengling Deng and Yuanpeng Chen and Sheng Yang and Wei Tao and Wenhai Zhang and Hui Song and Linyuanhao Qin and Kai Zhao and Xiaojun Ye and Shanhui Mo and Jingli Fan and Shuang Zhang and Bei Liu and Tiankun Zhao and Xiangjing An}, year = {2026}, eprint = {2604.27476}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.27476}, }