10-step rollout prediction on Turbulence Gravity Cooling (TGC)
0.527VRMSEConvolutional Kernel Modulation (CKM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Convolutional Kernel Modulation (CKM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CKM2025.07 | 0.527 | 31.6 | |
| Convolutional Stride Modulation (CSM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CSM2025.07 | 0.559 | — | |
| Convolutional Stride Modulation (CSM)Backbone=Axial ViT (50M), Tokenization Strategy=CSM2025.07 | 0.667 | 22.4 | |
| Convolutional Kernel Modulation (CKM)Backbone=Axial ViT (50M), Tokenization Strategy=CKM2025.07 | 0.68 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Vanilla ViT (100M), Tokenization Strategy=f.p.s.2025.07 | 0.77 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Axial ViT (50M), Tokenization Strategy=f.p.s.2025.07 | 0.86 | — |