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arxiv: 2507.00387 · v1 · pith:JE2CHXAHnew · submitted 2025-07-01 · 💻 cs.NE

A Review on Zeroing Neural Networks

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keywords znnsnetworksneuralzeroingadvancesanalysisapplicationscommitted
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Zeroing neural networks (ZNNs) have demonstrated outstanding performance on time-varying optimization and control problems. Nonetheless, few studies are committed to illustrating the relationship among different ZNNs and the derivation of them. Therefore, reviewing the advances for a systematical understanding of this field is desirable. This paper provides a survey of ZNNs' progress regarding implementing methods, analysis theory, and practical applications.

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