31 citations · 31 across the 3 of their papers we have counts for
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cs.LG2022
Measuring Complexity of Learning Schemes Using Hessian-Schatten Total Variation
Shayan Aziznejad, Joaquim Campos, Michael Unser
In this paper, we introduce the Hessian-Schatten total variation (HTV) -- a novel seminorm that quantifies the total "rugosity" of multivariate functions. Our motivation for defini…
cs.LG2020★ 31 cited
Deep Neural Networks with Trainable Activations and Controlled Lipschitz Constant
Shayan Aziznejad, Harshit Gupta, Joaquim Campos +1
We introduce a variational framework to learn the activation functions of deep neural networks. Our aim is to increase the capacity of the network while controlling an upper-bound…