Meta-Watermarking for Detection Recovery Under Attack Shift: Empirical Analysis of FOMAML-Based Fast Adaptation
Diffusion-model watermark detectors are usually evaluated under fixed attack distributions, although deployed systems face continual attack shift. When out-of-distribution attacks reduce detection quality, full retraining is too slow for latency-sensitive verification services. This paper formulates watermark detection...