11 citations · 31 across the 13 of their papers we have counts for
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cs.LG2018★ 7 cited
Laplacian Networks: Bounding Indicator Function Smoothness for Neural Network Robustness
Carlos Eduardo Rosar Kos Lassance, Vincent Gripon, Antonio Ortega
For the past few years, Deep Neural Network (DNN) robustness has become a question of paramount importance. As a matter of fact, in sensitive settings misclassification can lead to…
cs.LG2018
Matching Convolutional Neural Networks without Priors about Data
Carlos Eduardo Rosar Kos Lassance, Jean-Charles Vialatte, Vincent Gripon
We propose an extension of Convolutional Neural Networks (CNNs) to graph-structured data, including strided convolutions and data augmentation on graphs. Our method matches the acc…