@article{univadv2unifiedvisualanomalydetectionvia, title = {UniVAD v2: Unified Visual Anomaly Detection via Support-Conditioned Boundary Construction}, author = {Zhaopeng Gu and Bingke Zhu and Zhaowen Li and Guibo Zhu and Yingying Chen and Ming Tang and Peng Su and Jinqiao Wang}, year = {2026}, eprint = {2606.29714}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.29714}, }