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These problems directly impact the implementation effectiveness of multi-agent systems and require systematic solutions through architectural innovation and technological breakthroughs. Therefore, ...

Abstract: Traffic flow prediction is a difficult undertaking in transportation systems, due to the intricate periodicity and real-time dynamics for traffic data, spatial-temporal dependency for road ...

Abstract: Traffic flow Forecasting is essential in intelligent transportation systems. Although graph neural networks perform well with non-Euclidean traffic data, they exhibit limits in accurately ...

stallings_graphs Research Code implements tools to experiment with finitely generated subgroups of infinite groups in Sage, via a set of new Python classes. Many of the modules correspond to research ...