Spatio-temporal forecasting on GBA
0.207Relative MAEOriginal data
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Original dataCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.207 | 0.264 | |
| Original dataEvaluator model=MTGNN2026.03 | 0.207 | 0.264 | |
| STemDistCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.242 | 0.307 | |
| STemDistCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.251 | 0.317 | |
| STemDist (1 feat.)Compression ratio=0.5%, Evaluator model=MTGNN, Number of features=12026.03 | 0.251 | 0.317 | |
| STemDist-DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.258 | 0.328 | |
| STemDist-CondTSFCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.26 | 0.335 | |
| STemDist-MTTCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.261 | 0.321 | |
| STemDist-CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.261 | 0.321 | |
| STemDist-DCCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.263 | 0.325 | |
| STemDist-MTTCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.263 | 0.325 | |
| CRAIGCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.272 | 0.339 | |
| DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.272 | 0.34 | |
| STemDist-K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.28 | 0.34 | |
| DCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.281 | 0.348 | |
| FrepoCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.283 | 0.356 | |
| MTTCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.289 | 0.357 | |
| IDMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.29 | 0.356 | |
| RandomCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.291 | 0.364 | |
| CRAIGCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.291 | 0.354 | |
| K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.294 | 0.366 | |
| CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.294 | 0.364 | |
| TimeDCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.295 | 0.367 | |
| DMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.296 | 0.361 | |
| STemDist-K-CenterCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.305 | 0.367 | |
| HerdingCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.312 | 0.387 | |
| K-CenterCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.319 | 0.4 | |
| CondTSFCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.337 | 0.407 | |
| DMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.338 | 0.409 | |
| MTTCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.339 | 0.414 | |
| TimeDCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.35 | 0.422 | |
| IDMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.358 | 0.42 | |
| DATMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.376 | 0.463 | |
| RandomCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.38 | 0.453 | |
| FrepoCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.397 | 0.465 | |
| DATMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.43 | 0.517 | |
| HerdingCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.467 | 0.506 |