{"ID":2899443,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_url":"https://arxiv.org/abs/2507.00387","arxiv_id":"2507.00387","title":"A Review on Zeroing Neural Networks","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.","short_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...","url_abs":"https://arxiv.org/abs/2507.00387","url_pdf":"https://arxiv.org/pdf/2507.00387v1","authors":"[\"Chengze Jiang\",\"Jie Gui\",\"Long Jin\",\"Shuai Li\"]","published":"2025-07-01T02:49:25Z","proceeding":"cs.NE","tasks":"[\"cs.NE\"]","methods":"[]","has_code":false}