@article{tofatrainingfreeoneshotfederatedadaptati, title = {TOFA: Training-Free One-Shot Federated Adaptation for Vision-Language Models}, author = {Li Zhang and Zhongxuan Han and XiaoHua Feng and Jiaming Zhang and Yuyuan Li and Linbo Jiang and Jianan Lin and Chaochao Chen}, year = {2025}, eprint = {2511.16423}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.16423}, }