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Relevant related work : NNs are surprisingly modular

https://arxiv.org/abs/2003.04881v2?ref=mlnew

I believe Richard linked to Clusterability in Neural Networks, which has superseded Pruned Neural Networks are Surprisingly Modular

The same authors also recently published Detecting Modularity in Deep Neural Networks.