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cs.LG2024★ 1 cited
Resource-Adaptive Successive Doubling for Hyperparameter Optimization with Large Datasets on High-Performance Computing Systems
Marcel Aach, Rakesh Sarma, Helmut Neukirchen +2
On High-Performance Computing (HPC) systems, several hyperparameter configurations can be evaluated in parallel to speed up the Hyperparameter Optimization (HPO) process. State-of-…
cs.LG2021
Generalization over different cellular automata rules learned by a deep feed-forward neural network
Marcel Aach, Jens Henrik Goebbert, Jenia Jitsev
To test generalization ability of a class of deep neural networks, we randomly generate a large number of different rule sets for 2-D cellular automata (CA), based on John Conway's…