10-step Rollout Prediction on Shear Flow
0.0375VRMSEConvolutional Stride Modulation (CSM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Convolutional Stride Modulation (CSM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CSM2025.07 | 0.0375 | 25.6 | |
| CSM + ViT# Parameters=100M2025.07 | 0.0375 | — | |
| Convolutional Kernel Modulation (CKM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CKM2025.07 | 0.0385 | — | |
| CKM + ViT# Parameters=100M2025.07 | 0.0385 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Vanilla ViT (100M), Tokenization Strategy=f.p.s.2025.07 | 0.0504 | — | |
| Convolutional Stride Modulation (CSM)Backbone=Axial ViT (50M), Tokenization Strategy=CSM2025.07 | 0.0565 | 28.7 | |
| Convolutional Kernel Modulation (CKM)Backbone=Axial ViT (50M), Tokenization Strategy=CKM2025.07 | 0.0579 | — | |
| CSM + ViT# Parameters=7M2025.07 | 0.076 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Axial ViT (50M), Tokenization Strategy=f.p.s.2025.07 | 0.0793 | — | |
| CKM + ViT# Parameters=7M2025.07 | 0.096 | — | |
| FFNO# Parameters=6.2M2025.07 | 0.105 | — | |
| SineNet# Parameters=35M2025.07 | 0.17 | — | |
| TFNO# Parameters=20M2025.07 | 0.89 | — | |
| Transolver# Parameters=11M2025.07 | 1 | — |