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Chao Xia

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Open access Sep 2026

Event-Driven Topology Reconfiguration and Penetration-Aware Graph Attention for Mixed-Autonomy Traffic Forecasting

Results across the reported 15 and 30 min settings indicate that event-conditioned topology and lag-aware heterogeneous attention can improve traffic-flow forecasting on this hybrid real–simulation benchmark, indicating potential for pilot-zone applications rather than confirming real-world deployment performance.

Si-Yang Li, Qi-Le Zeng, Qing-Qi Peng et al. · 0 citations

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