A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation. - Dawei Zhou 004; Suzhi Gang; Decheng Liu; Tongliang Liu; Nannan Wang 001; Xinbo Gao 001 (CoRR, 2025)