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cs.LG2023
ResBuilder: Automated Learning of Depth with Residual Structures
Julian Burghoff, Matthias Rottmann, Jill von Conta +3
In this work, we develop a neural architecture search algorithm, termed Resbuilder, that develops ResNet architectures from scratch that achieve high accuracy at moderate computati…
cs.LG2023
Who breaks early, looses: goal oriented training of deep neural networks based on port Hamiltonian dynamics
Julian Burghoff, Marc Heinrich Monells, Hanno Gottschalk
The highly structured energy landscape of the loss as a function of parameters for deep neural networks makes it necessary to use sophisticated optimization strategies in order to…