A Review on Zeroing Neural Networks

July 01, 2025 ยท The Cartographer ยท ๐Ÿ› arXiv.org

๐Ÿ“š THE CARTOGRAPHER: The Cartographer
Survey/review paper โ€” maps the landscape rather than implementing a method.

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"Title-pattern auto-detect: A Review on Zeroing Neural Networks"

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Authors Chengze Jiang, Jie Gui, Long Jin, Shuai Li arXiv ID 2507.00387 Category cs.NE: Neural & Evolutionary Citations 1 Venue arXiv.org Last Checked 4 days ago
Abstract
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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