44 citations · 162 across the 10 of their papers we have counts for
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math.NA2020★ 11 cited
Depth separation for reduced deep networks in nonlinear model reduction: Distilling shock waves in nonlinear hyperbolic problems
Donsub Rim, Luca Venturi, Joan Bruna +1
Classical reduced models are low-rank approximations using a fixed basis designed to achieve dimensionality reduction of large-scale systems. In this work, we introduce reduced dee…
cs.LG2020★ 8 cited
Diffusion-based Deep Active Learning
Dan Kushnir, Luca Venturi
The remarkable performance of deep neural networks depends on the availability of massive labeled data. To alleviate the load of data annotation, active deep learning aims to selec…