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Benchmarks
Spatiotemporal Inference on Matérn-1/2 simulated 2D grid N=4096 1.0
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0.005
MSE
DeepRV-gMLP
-1.91276
11.03212
23.977
36.92188
Mar 27, 2025
MSE
Wasserstein Distance
Updated 18d ago
Evaluation Results
Method
Method
Links
MSE
Wasserstein Distance
DeepRV-gMLP
ESS(l)/sec=2.74 ± 0.60...
2025.03
0.005
0.61
INLA
Infer Time (s)=95 ± 1....
2025.03
0.57
16.19
DeepRV-MLP
ESS(l)/sec=0.84 ± 0.12...
2025.03
1.367
4.87
Inducing Pts
ESS(l)/sec=2.82 ± 0.94...
2025.03
2.158
5.61
RFF
ESS(l)/sec=0.01 ± 0.01...
2025.03
4.083
16.33
PriorCVAE
ESS(l)/sec=2.99 ± 1.46...
2025.03
47.949
23.4
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