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Benchmarks
Air quality prediction on Air Quality checkerboard split, δ = 8°
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0.39
R^2
PCL
0.208
0.25525
0.3025
0.34975
Apr 20, 2026
R^2
RMSE (µg/m³)
MBE (µg/m³)
Updated 1mo ago
Evaluation Results
Method
Method
Links
R^2
RMSE (µg/m³)
MBE (µg/m³)
PCL
Location-encoder fusio...
2026.04
0.39
5.356
0.227
GeoCLIP
Location-encoder fusio...
2026.04
0.383
5.393
0.573
Proxy pretraining (ours)
Location-encoder fusio...
2026.04
0.383
5.392
0.32
Proxy-stacked obs. encoder
Category=Baselines
2026.04
0.355
5.496
0.294
without PCL
Location-encoder fusio...
2026.04
0.352
5.522
0.663
Climplicit
Location-encoder fusio...
2026.04
0.347
5.536
0.502
Obs. encoder only
Category=Baselines
2026.04
0.331
5.603
0.405
Proxy-only regression
Category=Baselines
2026.04
0.215
6.086
0.001
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