Uncertainty as a swiss army knife: new adversarial attack and defense ideas based on epistemic uncertainty

HIGHLIGHTS

• who: Omer Faruk Tuna from the Isik University, Istanbul, Turkey have published the research work: Uncertainty as a Swiss army knife: new adversarial attack and defense ideas based on epistemic uncertainty, in the Journal: (JOURNAL)
• what: And the authors propose novel defense approach against attacks like Deepfool which result in samples located near the model's decision boundary. In the experiments the authors showed that the proposed uncertainty-based reversal method achieved worst case success rate of around 95% without compromising clean accuracy. This study demonstrated that the target model can easily be manipulated to . . .
  

   

  

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