In a controlled comparison across six traffic benchmarks, standard spatial attention did not consistently beat a simple node-mean mixer, suggesting adaptive global attention is not essential.
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence,
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Do We Really Need Adaptive Global Spatial Attention for Traffic Forecasting?
In a controlled comparison across six traffic benchmarks, standard spatial attention did not consistently beat a simple node-mean mixer, suggesting adaptive global attention is not essential.