Neural computation
Effective Learning Rules as Natural Gradient Descent.
Lucas Shoji, Kenta Suzuki, Leo Kozachkov
Published: 202510.1162/NECO.a.1474
Abstract
We establish that a broad class of effective learning rules-those that improve a scalar performance measure over a given time window-can be expressed as natural gradient descent with respect to an appropriately defined metric. Specifically, parameter…
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