118 citations · 165 across the 8 of their papers we have counts for
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cs.LG2021
ConformalLayers: A non-linear sequential neural network with associative layers
Eduardo Vera Sousa, Leandro A. F. Fernandes, Cristina Nader Vasconcelos
Convolutional Neural Networks (CNNs) have been widely applied. But as the CNNs grow, the number of arithmetic operations and memory footprint also increase. Furthermore, typical no…
cs.LG2021
Bridging the Gap Between Adversarial Robustness and Optimization Bias
Fartash Faghri, Sven Gowal, Cristina Vasconcelos +3
We demonstrate that the choice of optimizer, neural network architecture, and regularizer significantly affect the adversarial robustness of linear neural networks, providing guara…