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Ownership Verification of DNN Models Using White-Box Adversarial Attacks with Specified Probability Manipulation

  • A novel framework is proposed for ownership verification of deep neural network (DNN) models for image classification tasks.
  • It allows verification of model identity without presenting the original model, suitable for scenarios where an unauthorized user has a copied model in a cloud environment.
  • The framework uses a white-box adversarial attack to align output probabilities, enabling the rightful owner to identify the model.
  • The proposed method based on the iterative Fast Gradient Sign Method (FGSM) with control parameters shows effective identification of DNN models using adversarial attacks.

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