He-Wang Nie

FakeMark: gradient-guided false watermark claims via robust feature fusion

Model watermarking supports intellectual-property claims by verifying a model’s responses to a secret key set, but this behavior-only interface is vulnerable to fabricated evidence. This work presents FakeMark, a gradient-guided false-claim attack for image classifiers that uses a white-box surrogate but never queries...