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Arya Mazaheri

2 accepted papers

2022

Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning

ICML 2022oral

Model compression is an essential technique for deploying deep neural networks (DNNs) on power and memory-constrained resources. However, existing model-compression methods often rely on human expertise and focus on parameters’ local importance, ignoring the rich topology information within DNNs. In…