Preprint Open access
EvoKnow: Continual Knowledge Evolution for AI-Generated Image Detection
AI-generated image detectors are commonly trained on fixed generator domains and become difficult to maintain as new generative models emerge. Continual adaptation is challenging because replaying historical generated images is costly, whereas updating shared parameters with limited current-domain data can overwrite pr …