Song-Feng Lu

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

FakeMark is presented, a gradient-guided false-claim attack for image classifiers that uses a white-box surrogate but never queries or accesses the victim model during attack construction, to motivate provenance-aware, multi-factor ownership protocols.