Spatio-temporal forecasting on CA
0.12Relative MAEOriginal data
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Original dataCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.12 | 0.253 | |
| Original dataEvaluator model=MTGNN2026.03 | 0.12 | 0.253 | |
| STemDistCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.222 | 0.287 | |
| STemDistCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.226 | 0.292 | |
| STemDist-DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.24 | 0.305 | |
| HerdingCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.243 | 0.313 | |
| STemDist-CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.243 | 0.313 | |
| STemDist-DCCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.247 | 0.314 | |
| STemDist-CondTSFCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.247 | 0.319 | |
| STemDist-MTTCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.248 | 0.317 | |
| STemDist-MTTCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.25 | 0.311 | |
| DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.253 | 0.318 | |
| DCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.254 | 0.331 | |
| K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.256 | 0.326 | |
| FrepoCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.259 | 0.329 | |
| CRAIGCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.261 | 0.323 | |
| STemDist-K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.274 | 0.332 | |
| CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.279 | 0.359 | |
| IDMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.283 | 0.349 | |
| DMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.285 | 0.361 | |
| CRAIGCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.287 | 0.354 | |
| RandomCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.289 | 0.374 | |
| K-CenterCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.289 | 0.355 | |
| STemDist-K-CenterCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.291 | 0.348 | |
| TimeDCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.295 | 0.377 | |
| IDMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.315 | 0.394 | |
| DMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.321 | 0.405 | |
| CondTSFCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.322 | 0.403 | |
| RandomCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.323 | 0.431 | |
| TimeDCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.36 | 0.448 | |
| FrepoCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.361 | 0.436 | |
| HerdingCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.472 | 0.521 |