A robust dual-pronged proactive defense framework against deepfakes via adversarial semi-fragile watermarking. - Chengsheng Yuan 002; Youqiang Cao; Zhili Zhou 001; Zhangjie Fu; Zhihua Xia; Q. M. Jonathan Wu (Expert Syst. Appl., 2026)