When Backdoors Go Beyond Triggers: Semantic Drift in Diffusion Models Under Encoder Attacks

Shenyang Chen, Liuwan Zhu

Standard evaluations of backdoor attacks on text-to-image (T2I) models primarily measure trigger activation and visual fidelity. We challenge this paradigm, demonstrating that enco…