2 papers
cs.LG2026
DSFNet: Learning Dual-Domain Spectral Operators for Multi-Modality Spatio-Temporal Forecasting in Urban Transportation Systems
Yongchao Li, Yang Li, Zhuoxuan Li +4
Multi-Modality Spatio-Temporal Forecasting (MoSTF) extends traditional spatio-temporal forecasting by incorporating diverse traffic modalities. Despite significant recent strides i…
cs.LG2026
Proxy Reconstruction Pre-training for Ramp Flow Prediction at Highway Interchanges
Yongchao Li, Jun Chen, Zhuoxuan Li +4
Interchanges are crucial nodes for vehicle transfers between highways, yet the lack of real-time ramp detectors creates blind spots in traffic prediction. To address this, we propo…