@inproceedings{gong-etal-2026-decent, title = "{DECENT}: Distribution-aware Prototypical Calibration with Fine-grained Voting for {VLM} Misclassification Detection", author = "Gong, Yijun and Yang, Bohan and Zhang, Zhi and Qin, Yupeng and Xing, Wenpeng and Lin, Changting and Han, Meng and Qiao, Ziyue and Luo, Xiao", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1665/", pages = "37858--37873", ISBN = "979-8-89176-459-0" }