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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

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Ji-Dong Sun

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Open access Sep 2026

Resilience Metric and Enhancement for Adversarial Operational Loop Networks via Reinforcement Learning

Resilience optimization in adversarial Multi-Agent Mission Systems (MAMSs) requires a decision mechanism whose objective is explicitly aligned with the resilience metric, not merely resilience measurement. This paper proposes a net-effectiveness-based evaluation–optimization framework for bilateral temporal adversarial...

Ji-Dong Sun, Xiao-Bo Li, Zhi Zhu et al. · 0 citations
Conference Aug 2026

Causal Inference-Driven Digital Transformation Decision Modeling and Simulation Based on the DEVS Framework

Digital transformation is increasingly governed as a staged, disturbance-sensitive decision process rather than a one-off technology investment. Existing simulation studies can represent temporal evolution, whereas causal estimators can correct selection bias in policy evaluation; however, the two streams are rarely in...

Xin Zhou, Xiao-Bo Li, Hua He et al. · 0 citations

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