Wave
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | wave (val) | MSE0.0012 | 17 | |
| PDE Solving | Wave | Relative L2 Error0.0012 | 16 | |
| Solving Partial Differential Equations | Wave | rMAE0 | 10 | |
| Clustering | Wave d = 3 | ACC99.2 | 8 | |
| Registration | Wave d = 3 | ATV8.5 | 8 | |
| Clustering | Wave d = 1 | ACC99.3 | 8 | |
| Registration | Wave d = 1 | ATV4.1 | 8 | |
| Regression | Wave | Coverage (C)96.4 | 7 | |
| Trajectory Generation | Wave | WCT1.04 | 6 | |
| Long-horizon forecasting | Wave | CRPS1.82 | 6 | |
| OOD Detection | Wave | Accuracy89.2 | 6 | |
| Partial Differential Equation Solving | Wave 1D | Relative L2 Error1.24 | 5 | |
| Code Generation | Wave-4 Wave-8 Qwen-2.5-7B (test) | Achieved22.2 | 5 | |
| Regression | Wave (UCI) (test) | Expected Log-Likelihood7.146 | 5 | |
| Humanoid Locomotion | Wave unseen (test) | Success Rate100 | 4 | |
| Data assimilation | Wave | MAE0.038 | 4 | |
| Data assimilation | Wave | fMSE-M0.212 | 4 | |
| Data assimilation | Wave | fMSE-H0.017 | 4 | |
| Data assimilation | Wave | L2RE0.0888 | 4 | |
| Data assimilation | Wave | L1RE0.025 | 4 | |
| Data assimilation | Wave | MSE0.0002 | 4 | |
| Data assimilation | Wave | fMSE-L15.4 | 4 | |
| Solving Time-Dependent PDEs | Wave | Rel L2 Error0 | 4 | |
| Out-of-distribution detection | Wave (UCI) (test) | OOD Accuracy91.2 | 4 | |
| Physics-informed operator learning | Wave (test) | Relative L2 Error2.46 | 3 |
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