@article{autovlossorientedrankingforvisualpromptr, title = {AutoV: Loss-Oriented Ranking for Visual Prompt Retrieval in LVLMs}, author = {Yuan Zhang and Chun-Kai Fan and Sicheng Yu and Junwen Pan and Tao Huang and Ming Lu and Kuan Cheng and Qi She and Shanghang Zhang}, year = {2025}, eprint = {2506.16112}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.16112}, }