VisiFold: Long-Term Traffic Forecasting via Temporal Folding Graph and Node Visibility

ArXi:2603.11816v1 Announce Type: new Traffic forecasting is a cornerstone of intelligent transportation systems. While existing research has made significant progress in short-term prediction, long-term forecasting remains a largely uncharted and challenging frontier. Extending the prediction horizon intensifies two critical issues: escalating computational resource consumption and increasingly complex spatial-temporal dependencies.