Original paper
Stable continual learning through structured multiscale plasticity manifolds
Abstract
Biological plasticity is ubiquitous. How does the brain navigate this complex plasticity space, where any component can seemingly change, in adapting to an ever-changing environment? We build a systematic case that stable continuous learning is achieved by structured rules that enforce multiple, but not all, components to change together in specific directions. This rule-based low-dimensional plasticity manifold of permitted plasticity...
Paper Details
Title
Stable continual learning through structured multiscale plasticity manifolds
Published Date
Oct 1, 2021
Volume
70
Pages
51 - 63
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