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Showing 1 to 3 of 3 for “"adversarial defenses"”.

  1. Learning inside the prediction function

    … as diverse as physics time-series prediction, adversarial defenses, and contrastive representation learning. We also propose Noether Networks, which automatically discover these inductive biases, in the form of conservation laws. Finally, we propose Functional risk minimization(FRM), an …

    mit Repository record for Learning inside the prediction function (opens in a new tab)

  2. ATTACK AND DEFENSE IN SECURITY ANALYTICS

    … and prevents the potential threat from adversarial attacks.</p> <p>In the first part, we demonstrate case studies in solving the security problem of categorical classification and time-series abnormal detection. In the proposed framework, we handle the incoming data by utilizing the …

    kennesaw Repository record for ATTACK AND DEFENSE IN SECURITY ANALYTICS (opens in a new tab)

  3. A System for the Detection of Adversarial Attacks in Computer Vision via Performance Metrics

    <p>Adversarial attacks, or attacks committed by an adversary to hijack a system, are prevalent in the deep learning tasks of computer vision and are one of the greatest threats to these models' safe and accurate use. These attacks force the trained model to misclassify an image, using pixel-level …

    embry-riddle Repository record for A System for the Detection of Adversarial Attacks in Computer Vision via Performance Metrics (opens in a new tab)