What Makes Adversarial Examples Transfer across Deepfake Detectors?

Deepfake detectors remain vulnerable to transfer-based black-box attacks, in which adversarial examples are generated on a source surrogate model and transferred to a target model, unknown to the attacker. Yet how source--target compatibility shapes attack success remains poorly understood. Prior...

Seeking Flat Minima over Diverse Surrogates for Improved Adversarial Transferability: a Theoretical Framework and Algorithmic Instantiation

Whitepaper called Seeking Flat Minima Over Diverse Surrogates For Improved Adversarial Transferability: A Theoretical Framework And Algorithmic Instantiation...