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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

Bo-Wen Wang

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Conference Aug 2026

AdaCal-GNN: Adaptive Confidence Calibration for Graph Neural Networks

Graph Neural Networks (GNNs) often produce poorly calibrated predictions, where the predicted probabilities do not accurately reflect the true likelihood of correctness. Recent studies indicate that miscalibration in GNNs exhibits a heterogeneous pattern: while neighborhood aggregation induces an overall underconfidenc...

Ji-Wei Li, Hao Yang, Li-Zhen Wu et al. · 0 citations
Aug 2026

Adaptive Neural Network Boundary Security Consensus Control of Nonlinear Delayed Multiagent PDE Systems Under Hybrid Attacks.

This article considers the security consensus control problem for nonlinear delayed multiagent systems (MASs) modeled by partial differential equations (PDEs), which have unknown boundary nonlinearities and are subjected to hybrid attacks including deception and denial-of-service (DoS) attacks. To address these challen...

Bo-Wen Wang, Zi-Peng Wang, Junfei Qiao et al. · 0 citations

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