Weight versus Node Perturbation Learning in Temporally Extended Tasks: Weight Perturbation Often Performs Similarly or Better

Biological constraints often impose restrictions on plasticity rules such as locality and reward-based rather than supervised learning. Two learning rules that comply with these restrictions are weight (WP) and node (NP) perturbation. NP is often used in learning studies, in particular, as a benchma...

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Bibliographic Details
Main Authors: Paul Züge, Christian Klos, Raoul-Martin Memmesheimer
Format: Article
Language:English
Published: American Physical Society 2023-04-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.13.021006