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  • The Effects of Image Distribution and Task on Adversarial Robustness 

    Kunhardt, Owen; Deza, Arturo; Poggio, Tomaso (Center for Brains, Minds and Machines (CBMM), 2021-02-18)
    In this paper, we propose an adaptation to the area under the curve (AUC) metric to measure the adversarial robustness of a model over a particular ε-interval [ε_0, ε_1] (interval of adversarial perturbation strengths) ...
  • Cross-validation Stability of Deep Networks 

    Banburski, Andrzej; De La Torre, Fernanda; Plant, Nishka; Shastri, Ishana; Poggio, Tomaso (Center for Brains, Minds and Machines (CBMM), 2021-02-09)
    Recent theoretical results show that gradient descent on deep neural networks under exponential loss functions locally maximizes classification margin, which is equivalent to minimizing the norm of the weight matrices under ...
  • From Associative Memories to Deep Networks 

    Poggio, Tomaso (Center for Brains, Minds and Machines (CBMM), 2021-01-12)
    About fifty years ago, holography was proposed as a model of associative memory. Associative memories with similar properties were soon after implemented as simple networks of threshold neurons by Willshaw and Longuet-Higgins. ...

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