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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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Zhuoer Wang

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Open access Aug 2026

Causal–Semantic Spatiotemporal Traffic Flow Forecasting for Expressway UAV Pre-Deployment Using ETC Gantry Networks

Expressway unmanned aerial vehicle (UAV) pre-deployment is a geospatial decision-support task that requires reliable road-segment-level traffic flow prediction based on spatial sensing networks. However, existing spatiotemporal forecasting models remain limited in characterizing cross-segment propagation relationships,...

Zeen Yang, Zhuoer Wang, Hongjuan Zhang et al. · 0 citations

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