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20172022
most citedCheap Orthogonal Constraints in Neural Networks: A Simple Parametrization of the Orthogonal and Unitary Group

86 citations · 133 across the 6 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.LG2022

Automatic Differentiation: Theory and Practice

Mario Lezcano-Casado

We present the classical coordinate-free formalism for forward and backward mode ad in the real and complex setting. We show how to formally derive the forward and backward formula…

math.OC2022★ 2 cited

Geometric Optimisation on Manifolds with Applications to Deep Learning

Mario Lezcano-Casado

We design and implement a Python library to help the non-expert using all these powerful tools in a way that is efficient, extensible, and simple to incorporate into the workflow o…