Search Results for author: Nishka Pant

Found 2 papers, 1 papers with code

Distribution of Classification Margins: Are All Data Equal?

no code implementations21 Jul 2021 Andrzej Banburski, Fernanda De La Torre, Nishka Pant, Ishana Shastri, Tomaso Poggio

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 margin constraints.

Classification

Biologically Inspired Mechanisms for Adversarial Robustness

2 code implementations NeurIPS 2020 Manish V. Reddy, Andrzej Banburski, Nishka Pant, Tomaso Poggio

A convolutional neural network strongly robust to adversarial perturbations at reasonable computational and performance cost has not yet been demonstrated.

Adversarial Robustness

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