10-step Rollout Prediction on Rayleigh-Bénard
0.14VRMSEConvolutional Stride Modulation (CSM)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Convolutional Stride Modulation (CSM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CSM2025.07 | 0.14 | 38.4 | |
| Convolutional Stride Modulation (CSM)Backbone=Axial ViT (50M), Tokenization Strategy=CSM2025.07 | 0.166 | 23.5 | |
| Convolutional Kernel Modulation (CKM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CKM2025.07 | 0.215 | — | |
| Convolutional Kernel Modulation (CKM)Backbone=Axial ViT (50M), Tokenization Strategy=CKM2025.07 | 0.2159 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Axial ViT (50M), Tokenization Strategy=f.p.s.2025.07 | 0.217 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Vanilla ViT (100M), Tokenization Strategy=f.p.s.2025.07 | 0.2273 | — |