Evolutionary ML

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Emergent E-I Structure in Performance-Evolved Reservoir Networks of Neuronal Population Dynamics featured image
Reservoir Computing and Echo State Networks

Emergent E-I Structure in Performance-Evolved Reservoir Networks of Neuronal Population Dynamics

Performance-dependent network evolution is applied to Wilson-Cowan neuronal dynamics, revealing compact reservoirs that generalize well and recover interpretable …

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Dr. Manish Yadav
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New
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Network structure-function relationship | New Preprint featured image
Complex Networks

Network structure-function relationship | New Preprint

This project has been started to understand emergent structure-function relationship of evolving networks. Part-1: Performance-Dependent Network Evolution (PDNE) framework. I …

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Task-specific node pruning enhances computational efficiency of reservoir computing networks featured image
Reservoir Computing and Echo State Networks

Task-specific node pruning enhances computational efficiency of reservoir computing networks

Task-driven network pruning framework for reservoir computing that reveals pruned networks retain or improve accuracy while uncovering functionally critical subnetworks.

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Dr. Manish Yadav
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