Spatio-temporal forecasting on CAMS
0.5Relative MAEOriginal data
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Original dataCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.5 | 0.661 | |
| Original dataEvaluator model=MTGNN2026.03 | 0.5 | 0.661 | |
| STemDist (1 feat.)Compression ratio=1%, Evaluation Model=MTGNN, Number of features=12026.03 | 0.501 | 0.644 | |
| STemDist-CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.513 | 0.645 | |
| STemDist-CondTSFCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.514 | 0.648 | |
| STemDistCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.518 | 0.652 | |
| DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.52 | 0.652 | |
| STemDist (1 feat.)Compression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.52 | 0.649 | |
| STemDistCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.522 | 0.653 | |
| IDMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.527 | 0.666 | |
| DMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.528 | 0.674 | |
| CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.534 | 0.68 | |
| STemDist-DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.537 | 0.663 | |
| DMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.538 | 0.678 | |
| STemDist-DCCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.545 | 0.668 | |
| STemDist-MTTCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.55 | 0.681 | |
| CRAIGCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.551 | 0.679 | |
| CondTSFCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.555 | 0.692 | |
| TimeDCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.56 | 0.689 | |
| CRAIGCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.563 | 0.685 | |
| HerdingCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.567 | 0.696 | |
| IDMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.567 | 0.709 | |
| STemDist-MTTCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.57 | 0.685 | |
| HerdingCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.584 | 0.73 | |
| TimeDCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.585 | 0.729 | |
| RandomCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.617 | 0.737 | |
| DCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.63 | 0.735 | |
| FrepoCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.653 | 0.748 | |
| RandomCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.66 | 0.796 | |
| K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.682 | 0.841 | |
| FrepoCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.688 | 0.802 | |
| STemDist-K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.872 | 0.866 | |
| K-CenterCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.883 | 0.883 | |
| STemDist-K-CenterCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.903 | 0.884 |