39 citations · 78 across the 12 of their papers we have counts for
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math.AT2022★ 1 cited
Reconstruction of univariate functions from directional persistence diagrams
Aina Ferrà, Carles Casacuberta, Oriol Pujol
We describe a method for approximating a single-variable function using persistence diagrams of sublevel sets of from height functions in different directions. We provide a…
cs.LG2022★ 1 cited
Training Thinner and Deeper Neural Networks: Jumpstart Regularization
Carles Riera, Camilo Rey, Thiago Serra +2
Neural networks are more expressive when they have multiple layers. In turn, conventional training methods are only successful if the depth does not lead to numerical issues such a…