Next-step prediction on Active Matter (test)
0.0171VRMSECSM
Evaluation Results
| Method | Links | |
|---|---|---|
| CSM# Tokens=4096, Backbone=Vanilla ViT (100M)2025.07 | 0.0171 | |
| CKM# Tokens=4096, Backbone=Vanilla ViT (100M)2025.07 | 0.0192 | |
| f.p.s.# Tokens=4096, Backbone=Vanilla ViT (100M)2025.07 | 0.0213 | |
| CSM# Tokens=1024, Backbone=Vanilla ViT (100M)2025.07 | 0.0214 | |
| CKM# Tokens=1024, Backbone=Vanilla ViT (100M)2025.07 | 0.0221 | |
| CSM# Tokens=4096, Backbone=Axial ViT (50M)2025.07 | 0.0238 | |
| CKM# Tokens=4096, Backbone=Axial ViT (50M)2025.07 | 0.0244 | |
| f.p.s.# Tokens=1024, Backbone=Vanilla ViT (100M)2025.07 | 0.0245 | |
| CKM# Tokens=1024, Backbone=Axial ViT (50M)2025.07 | 0.026 | |
| f.p.s.# Tokens=4096, Backbone=Axial ViT (50M)2025.07 | 0.0276 | |
| CSM# Tokens=1024, Backbone=Axial ViT (50M)2025.07 | 0.0282 | |
| CSM# Tokens=256, Backbone=Vanilla ViT (100M)2025.07 | 0.0294 | |
| f.p.s.# Tokens=256, Backbone=Vanilla ViT (100M)2025.07 | 0.0315 | |
| Well Baseline2025.07 | 0.033 | |
| f.p.s.# Tokens=1024, Backbone=Axial ViT (50M)2025.07 | 0.034 | |
| CKM# Tokens=256, Backbone=Vanilla ViT (100M)2025.07 | 0.0344 | |
| CSM# Tokens=256, Backbone=Axial ViT (50M)2025.07 | 0.0368 | |
| CKM# Tokens=256, Backbone=Axial ViT (50M)2025.07 | 0.0369 | |
| f.p.s.# Tokens=256, Backbone=Axial ViT (50M)2025.07 | 0.0435 |