Paper | Code | 1 step MAE | 3 step MAE | 6 step MAE | ModelName | ReleaseDate |
---|---|---|---|---|---|---|
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting | ✓ Link | 5.73 | 6.41 | 6.75 | STD-MAE | 2023-12-01 |
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting | ✓ Link | 5.81 | 6.44 | 6.83 | MegaCRN | 2022-11-27 |
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | ✓ Link | 5.86 | 6.49 | 6.81 | MTGNN | 2020-05-24 |
Graph WaveNet for Deep Spatial-Temporal Graph Modeling | ✓ Link | 5.91 | 6.59 | 6.89 | GWNet | 2019-05-31 |
Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting | ✓ Link | 5.94 | 6.52 | 6.87 | PM-MemNet | 2021-10-20 |
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | ✓ Link | 5.99 | 6.68 | 7.11 | AGCRN | 2020-07-06 |
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting | ✓ Link | 6.04 | 6.85 | 7.45 | DCRNN | 2017-07-06 |
Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | ✓ Link | 6.08 | 6.85 | 7.46 | StemGNN | 2021-03-13 |