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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Yun-Tao Zou

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2026

Federated Multi-Center Deep Support Vector Data Description With Lyapunov Convergence Guarantees for Anomaly Detection in IIoT Networks

Multi-site Industrial Internet of Things (IIoT) anomaly detection demands cross-site collaboration without sharing raw data. Federated learning enables such collaboration, yet existing methods overlook challenges unique to one-class detectors. We identify a structural conflict that, to our knowledge, has not been chara...

Qian-Qi Zhang, Ze-Ling Xu, W. Wang et al. · 0 citations

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