Spatio-temporal Forecasting on ERA5
0.368Relative MAEOriginal data
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Original dataCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.368 | 0.424 | |
| Original dataEvaluator model=MTGNN2026.03 | 0.368 | 0.424 | |
| STemDistCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.384 | 0.426 | |
| STemDistCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.385 | 0.426 | |
| STemDist-DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.392 | 0.432 | |
| DCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.392 | 0.442 | |
| STemDist-DCCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.392 | 0.431 | |
| DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.393 | 0.434 | |
| STemDist-K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.395 | 0.436 | |
| STemDist-K-CenterCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.396 | 0.44 | |
| STemDist (1 feat.)Compression ratio=1%, Evaluation Model=MTGNN, Number of features=12026.03 | 0.399 | 0.445 | |
| STemDist-MTTCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.399 | 0.437 | |
| STemDist (1 feat.)Compression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.4 | 0.447 | |
| STemDist-MTTCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.403 | 0.444 | |
| STemDist-CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.405 | 0.449 | |
| STemDist-CondTSFCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.407 | 0.452 | |
| IDMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.411 | 0.457 | |
| CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.413 | 0.461 | |
| CRAIGCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.417 | 0.457 | |
| DMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.417 | 0.461 | |
| FrepoCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.419 | 0.46 | |
| DMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.42 | 0.467 | |
| TimeDCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.426 | 0.472 | |
| CRAIGCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.43 | 0.47 | |
| K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.434 | 0.48 | |
| TimeDCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.437 | 0.48 | |
| IDMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.438 | 0.481 | |
| HerdingCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.441 | 0.478 | |
| CondTSFCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.449 | 0.489 | |
| RandomCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.453 | 0.494 | |
| K-CenterCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.461 | 0.524 | |
| HerdingCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.471 | 0.522 | |
| RandomCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.482 | 0.52 | |
| FrepoCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.482 | 0.51 |