attention mechanisms 1graph neural networks 1kolmogorov-arnold networks 1spatio-temporal forecasting 1traffic prediction 1
From the 1 of 2 linked papers with an AI index.
2 papers
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…
cs.LG2025
M3-Net: A Cost-Effective Graph-Free MLP-Based Model for Traffic Prediction
Guangyin Jin, Sicong Lai, Xiaoshuai Hao +2
Achieving accurate traffic prediction is a fundamental but crucial task in the development of current intelligent transportation systems.Most of the mainstream methods that have ma…