@article{awpdfrequencyshieldnetworkforagnosticwat, title = {AWPD: Frequency Shield Network for Agnostic Watermark Presence Detection}, author = {Xiang Ao and Yilin Du and Zidan Wang and Mengru Chen and Siyang Lu}, year = {2026}, eprint = {2603.06723}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.06723}, }