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attention mechanisms 1graph neural networks 1kolmogorov-arnold networks 1spatio-temporal forecasting 1traffic prediction 1

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1 paper

cs.LG2026

STKAN: Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting

Sicong Lai, Yuehong Hu, Siru Zhong +3

The paper introduces STKAN, a spatio‑temporal forecasting model that uses Kolmogorov‑Arnold network modules with Taylor‑polynomial approximations for spatial and temporal token mix…