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ResearchFormerly WizWand

Spatio-temporal forecasting on CA

0.12Relative MAEOriginal data
0.105920.200960.2960.39104Mar 11, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Original dataCompression ratio=1%, Evaluation Model=MTGNN2026.030.120.253
Original dataEvaluator model=MTGNN2026.030.120.253
STemDistCompression ratio=1%, Evaluation Model=MTGNN2026.030.2220.287
STemDistCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.030.2260.292
STemDist-DCCompression ratio=1%, Evaluation Model=MTGNN2026.030.240.305
HerdingCompression ratio=1%, Evaluation Model=MTGNN2026.030.2430.313
STemDist-CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.030.2430.313
STemDist-DCCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.030.2470.314
STemDist-CondTSFCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.030.2470.319
STemDist-MTTCompression ratio=1%, Evaluation Model=MTGNN2026.030.2480.317
STemDist-MTTCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.030.250.311
DCCompression ratio=1%, Evaluation Model=MTGNN2026.030.2530.318
DCCompression ratio=0.5%, Evaluator model=MTGNN2026.030.2540.331
K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.030.2560.326
FrepoCompression ratio=1%, Evaluation Model=MTGNN2026.030.2590.329
CRAIGCompression ratio=1%, Evaluation Model=MTGNN2026.030.2610.323
STemDist-K-CenterCompression ratio=1%, Evaluation Model=MTGNN2026.030.2740.332
CondTSFCompression ratio=1%, Evaluation Model=MTGNN2026.030.2790.359
IDMCompression ratio=1%, Evaluation Model=MTGNN2026.030.2830.349
DMCompression ratio=1%, Evaluation Model=MTGNN2026.030.2850.361
CRAIGCompression ratio=0.5%, Evaluator model=MTGNN2026.030.2870.354
RandomCompression ratio=1%, Evaluation Model=MTGNN2026.030.2890.374
K-CenterCompression ratio=0.5%, Evaluator model=MTGNN2026.030.2890.355
STemDist-K-CenterCompression ratio=0.5%, Evaluator model=MTGNN, Location Encoder=equipped2026.030.2910.348
TimeDCCompression ratio=1%, Evaluation Model=MTGNN2026.030.2950.377
IDMCompression ratio=0.5%, Evaluator model=MTGNN2026.030.3150.394
DMCompression ratio=0.5%, Evaluator model=MTGNN2026.030.3210.405
CondTSFCompression ratio=0.5%, Evaluator model=MTGNN2026.030.3220.403
RandomCompression ratio=0.5%, Evaluator model=MTGNN2026.030.3230.431
TimeDCCompression ratio=0.5%, Evaluator model=MTGNN2026.030.360.448
FrepoCompression ratio=0.5%, Evaluator model=MTGNN2026.030.3610.436
HerdingCompression ratio=0.5%, Evaluator model=MTGNN2026.030.4720.521