2 papers
cs.CV2022
Extracting Effective Subnetworks with Gumbel-Softmax
Robin Dupont, Mohammed Amine Alaoui, Hichem Sahbi +1
Large and performant neural networks are often overparameterized and can be drastically reduced in size and complexity thanks to pruning. Pruning is a group of methods, which seeks…
cs.CV2021
Weight Reparametrization for Budget-Aware Network Pruning
Robin Dupont, Hichem Sahbi, Guillaume Michel
Pruning seeks to design lightweight architectures by removing redundant weights in overparameterized networks. Most of the existing techniques first remove structured sub-networks…