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cs.LG2022
Dynamic ConvNets on Tiny Devices via Nested Sparsity
Matteo Grimaldi, Luca Mocerino, Antonio Cipolletta +1
This work introduces a new training and compression pipeline to build Nested Sparse ConvNets, a class of dynamic Convolutional Neural Networks (ConvNets) suited for inference tasks…
cs.LG2019
EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets
Matteo Grimaldi, Valentino Peluso, Andrea Calimera
The implementation of Deep Convolutional Neural Networks (ConvNets) on tiny end-nodes with limited non-volatile memory space calls for smart compression strategies capable of shrin…