Performance-dependent network evolution is applied to Wilson-Cowan neuronal dynamics, revealing compact reservoirs that generalize well and recover interpretable …
This project has been started to understand emergent structure-function relationship of evolving networks. Part-1: Performance-Dependent Network Evolution (PDNE) framework. I …
Task-driven network pruning framework for reservoir computing that reveals pruned networks retain or improve accuracy while uncovering functionally critical subnetworks.
Study of homeorhetic regulation mechanisms in cellular phenotype dynamics.