2 papers
cs.LG2026
STKAN: Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting
Sicong Lai, Yuehong Hu, Siru Zhong +3
Real-world traffic data exhibit heterogeneous spatial correlations and nonlinear temporal dynamics, posing substantial challenges for accurate spatio-temporal forecasting. Existing…
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…