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Scalable Perturbation Learning for Online Self-Supervised Echo State Networks

arXiv cs.LG · 2026-07-08 Cached

Proposes a perturbation-based learning rule for online self-supervised learning in echo state networks that avoids reservoir-size-dependent variance growth by decomposing the learning cost and perturbing only the input-dependent component.

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