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We develop robust algorithms for the detection of attacks on image- and video-based authentication methods with forged identities. In particular, we address robust methods for the detection of so-called morphing attacks, presentation attacks and deep fakes. In this respect, we particularly investigate the robustness and interpretability of AI methods for security-relevant applications.