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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

Jinliang Liu

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2 papers indexed here

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2026

RL-Driven Self-Triggered Optimal Stabilization for Unknown Nonlinear Networked Industrial Systems: An Adaptive Fuzzy Identification Design

This article addresses the optimal stabilization of unknown nonlinear networked industrial systems (NISs) with limited communication resources, proposing an innovative self-triggered approximate optimal control framework fused with generalized fuzzy hyperbolic model (GFHM) and reinforcement learning (RL) gradient desce...

Jian Liu, Jingjing Xia, Li-Juan Zha et al. · 0 citations
Sep 2026

Game-Theoretic and Inverse Reinforcement Learning-Based Control for Vehicle Formation Under DoS Attacks

To address the performance degradation in vehicle formation control caused by communication disruptions under denial-of-service (DoS) attacks, this article proposes a secure control method that integrates a nonzero-sum game and inverse reinforcement learning (IRL). At the game-theoretic layer, a dynamic game model acco...

Xiao-Ping Zhao, Jia Guo, Jin-Liang Liu et al. · 0 citations

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