10-step rollout prediction on Turbulent Radiative Layer 2D (TRL-2D)
0.373VRMSEConvolutional Stride Modulation (CSM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Convolutional Stride Modulation (CSM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CSM2025.07 | 0.373 | 16.4 | |
| Convolutional Kernel Modulation (CKM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CKM2025.07 | 0.409 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Vanilla ViT (100M), Tokenization Strategy=f.p.s.2025.07 | 0.446 | — | |
| Convolutional Stride Modulation (CSM)Backbone=Axial ViT (50M), Tokenization Strategy=CSM2025.07 | 0.475 | 16.8 | |
| Convolutional Kernel Modulation (CKM)Backbone=Axial ViT (50M), Tokenization Strategy=CKM2025.07 | 0.57 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Axial ViT (50M), Tokenization Strategy=f.p.s.2025.07 | 0.571 | — |