📊 Showing 7 results | 📏 Metric: 12 steps MAE
Rank | Model | Paper | 12 steps MAE | Date | Code |
---|---|---|---|---|---|
1 | STG-NCDE | Graph Neural Controlled Differential Equations for Traffic Forecasting | 20.53 | 2021-12-07 | 📦 jeongwhanchoi/STG-NCDE |
2 | STG-NRDE | Graph Neural Rough Differential Equations for Traffic Forecasting | 20.45 | 2023-03-20 | 📦 jeongwhanchoi/STG-NCDE 📦 jeongwhanchoi/stg-nrde |
3 | PDFormer | PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction | 19.83 | 2023-01-19 | 📦 BUAABIGSCity/PDFormer |
4 | PM-DMNet(P) | Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction | 19.35 | 2024-08-12 | 📦 wengwenchao123/PM-DMNet |
5 | PM-DMNet(R) | Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction | 19.18 | 2024-08-12 | 📦 wengwenchao123/PM-DMNet |
6 | STAEformer | STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting | 19.14 | 2023-08-21 | 📦 xdzhelheim/staeformer |
7 | STD-MAE 📚 | Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting | 18.31 | 2023-12-01 | 📦 jimmy-7664/std-mae |