Author

Sicong Lai

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Jul 2026

STKAN: Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting

STKAN is proposed, a spatio-temporal forecasting architecture that introduces Taylor-polynomial Kolmogorov--Arnold Network modules into spatial and temporal token mixing and achieves competitive performance and performs better than the evaluated MLP-based variant in the tested settings.

Sicong Lai, Yuehong Hu, Si-Ru Zhong et al. · arXiv.org · 0 citations

Aug 2026

Cost-effective and scalable traffic forecasting: A graph-free multi-view MLP architecture.

The Spatio-Temporal Multi-view MLP Network (STMMN), a highly scalable, graph-free computational framework that introduces a temporal multi-view aggregation module that seamlessly integrates distinct temporal branches, to dynamically fuse multi-scale temporal dependencies without relying on exhaustive attention maps.

Guang-Yin Jin, Sicong Lai, Xiao-Shuai Hao et al. · Neural Networks · 0 citations