10-step rollout prediction on Active Matter
0.351VRMSEConvolutional Kernel Modulation (CKM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Convolutional Kernel Modulation (CKM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CKM2025.07 | 0.351 | 5.1 | |
| Convolutional Stride Modulation (CSM)Backbone=Vanilla ViT (100M), Tokenization Strategy=CSM2025.07 | 0.359 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Vanilla ViT (100M), Tokenization Strategy=f.p.s.2025.07 | 0.37 | — | |
| Convolutional Stride Modulation (CSM)Backbone=Axial ViT (50M), Tokenization Strategy=CSM2025.07 | 0.384 | 40 | |
| Convolutional Kernel Modulation (CKM)Backbone=Axial ViT (50M), Tokenization Strategy=CKM2025.07 | 0.39 | — | |
| Fixed Patch Size (f.p.s.)Backbone=Axial ViT (50M), Tokenization Strategy=f.p.s.2025.07 | 0.64 | — |