works on
complexity analysis 1global aggregation 1spatial attention 1traffic forecasting 1transformer models 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.AI2026

Do We Really Need Adaptive Global Spatial Attention for Traffic Forecasting?

Qihang Zhang, Siyao Zhang, Letao Kang +3

The paper investigates whether transformer-style attention is necessary for extracting global spatial information in traffic forecasting, showing that a simple uniform full-range m…