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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

Ha Nan

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2 papers indexed here

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Preprint Sep 2026

Intelligent Beamforming and Handover via Physics-Informed Beam-Aware CKM Diffusion

Compared to discrete beam sweeping and LoS-assumed baselines, the proposed CKM-based beamforming adapts to non-LoS (NLoS) conditions, providing accurate beam alignment and higher spectral efficiency, ensuring robust connectivity for high-mobility aerial platforms.

Le Zhao, Ze-Song Fei, Xin-Yi Wang et al. · 0 citations
2026

Environment-Aware Beamforming Prediction: A CKM-Inspired Approach

In multiple-input multiple-output (MIMO) systems, beamforming is a core enabler for concentrating signal power toward targeted users to enhance spectral efficiency and network capacity. However, realizing the full potential of beamforming critically relies on accurate channel state information (CSI). Conventional CSI a...

Yi-Ning Wang, Ha Nan, Le Zhao et al. · 0 citations

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