Spatio-temporal forecasting on GLA
0.182Relative MAEOriginal data
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Original dataCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.182 | 0.25 | |
| Original dataEvaluator model=MTGNN2026.03 | 0.182 | 0.25 | |
| STemDistCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.205 | 0.272 | |
| STemDistCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.211 | 0.277 | |
| STemDist (1 feat.)Compression ratio=0.5%, Evaluator model=MTGNN, Number of features=12026.03 | 0.211 | 0.277 | |
| STemDist-CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.22 | 0.289 | |
| STemDist-DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.223 | 0.295 | |
| STemDist-MTTCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.224 | 0.293 | |
| STemDist-CondTSFCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.225 | 0.298 | |
| STemDist-DCCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.227 | 0.292 | |
| STemDist-MTTCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.227 | 0.3 | |
| DCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.236 | 0.304 | |
| K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.24 | 0.309 | |
| CRAIGCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.243 | 0.311 | |
| STemDist-K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.243 | 0.302 | |
| DCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.243 | 0.311 | |
| STemDist-K-CenterCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.03 | 0.248 | 0.313 | |
| FrepoCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.256 | 0.33 | |
| CRAIGCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.258 | 0.323 | |
| DATMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.267 | 0.336 | |
| K-CenterCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.269 | 0.356 | |
| RandomCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.271 | 0.355 | |
| HerdingCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.273 | 0.342 | |
| CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.274 | 0.356 | |
| TimeDCCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.274 | 0.358 | |
| DMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.279 | 0.356 | |
| IDMCompression ratio=1%, Evaluation Model=MTGNN2026.03 | 0.28 | 0.358 | |
| DMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.298 | 0.38 | |
| IDMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.3 | 0.381 | |
| CondTSFCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.311 | 0.394 | |
| RandomCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.313 | 0.41 | |
| HerdingCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.331 | 0.428 | |
| DATMCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.332 | 0.402 | |
| MTTCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.343 | 0.439 | |
| TimeDCCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.344 | 0.445 | |
| FrepoCompression ratio=0.5%, Evaluator model=MTGNN2026.03 | 0.35 | 0.439 |