Extracting Effective Subnetworks with Gumbel-Softmax

1 code implementation • 25 Feb 2022 • Robin Dupont, Mohammed Amine Alaoui, Hichem Sahbi, Alice Lebois

Pruning is a group of methods, which seeks to remove redundant or unnecessary weights or groups of weights in a network.

DVOLVER: Efficient Pareto-Optimal Neural Network Architecture Search

1 code implementation • ICLR 2019 • Guillaume Michel, Mohammed Amine Alaoui, Alice Lebois, Amal Feriani, Mehdi Felhi

Amongst these models one architecture has the same Top-1 accuracy on ImageNet as NASNet-A mobile with 8% less floating point operations and another one has a Top-1 accuracy of 75. 28% on ImageNet exceeding by 0. 28% the best MobileNetV2 model for the same computational resources.

Neural Architecture Search