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Benchmarks
10-step rollout prediction on Active Matter
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0.351
VRMSE
Convolutional Kernel Modulation (CKM)
0.33944
0.41747
0.4955
0.57353
Jul 12, 2025
VRMSE
Percentage Improvement (Δ)
Updated 1mo ago
Evaluation Results
Method
Method
Links
VRMSE
Percentage Improvement (Δ)
Convolutional Kernel Modulation (CKM)
Backbone=Vanilla ViT (...
2025.07
0.351
5.1
Convolutional Stride Modulation (CSM)
Backbone=Vanilla ViT (...
2025.07
0.359
-
Fixed Patch Size (f.p.s.)
Backbone=Vanilla ViT (...
2025.07
0.37
-
Convolutional Stride Modulation (CSM)
Backbone=Axial ViT (50...
2025.07
0.384
40
Convolutional Kernel Modulation (CKM)
Backbone=Axial ViT (50...
2025.07
0.39
-
Fixed Patch Size (f.p.s.)
Backbone=Axial ViT (50...
2025.07
0.64
-
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