Adversarial

  • Explaining and Harnessing Adversarial Examples (2014. 12)

    • FGSM (Fast Gradient Sign Method), Adversarial Training

  • The Limitations of Deep Learning in Adversarial Settings (2015. 11)

    • JSMA (Jacobian-based Saliency Map Approach), Adversarial Training

  • Understanding Adversarial Training: Increasing Local Stability of Neural Nets through Robust Optimization (2015. 11)

    • Adversarial Training (generated adversarial examples), Proactive Defense

  • Practical Black-Box Attacks against Machine Learning (2016. 2)

    • Black-Box (No Access to Gradient), Generate Synthetic

  • Adversarial Patch (2017. 12)

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