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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Xiang Li

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Conference Open access Sep 2026

ConDyGNet: Constraint-Guided Dynamic Graph Networks for Multivariate Time Series Forecasting

A Constraint-Guided Dynamic Graph Network (ConDyGNet), whose core idea is “global basis, dynamic weights”, which learns a low-rank global basis as a shared structural constraint and generates patch-wise basis mixing weights to construct dynamic propagation graphs.

Zhen-Zhou Li, Xiang Li, Zhibin Niu · 0 citations

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