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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

Hui-Ling Shi

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Open access Sep 2026

Meta-Learning-Driven Adaptive Control for Multi-Exit DNN Splitting at the Edge

Results indicate that combining meta-initialization, nonlinear constraint shaping, and topology-aware action masking improves stationary optimization and disturbance recovery within the controlled simulator.

Lu-Yao Wang, Jia-Hao Xie, Hao Hao et al. · 0 citations
Open access 2026

5G-Aware Incremental Routing and Scheduling for Dynamic Time-Triggered Flow Admission in Time-Sensitive Networks

: Mobile edge services require deterministic communication across Time-Sensitive Networking (TSN) and 5G access, where the standardized integration architecture exposes the 5G System (5GS) to the TSN controller as a logical bridge. We study dynamic admission of time-triggered (TT) flows using reported 5GS bridge delay...

Zhi-Hao Liu, Yi Zhang, Wei Zhang et al. · 0 citations

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