EXP
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | EXP (test) | Accuracy100 | 33 | |
| Graph Separation | EXP random initialization | Non-separated Graph Pairs0 | 11 | |
| Binary Graph Classification | EXP (10-fold cross val) | Accuracy100 | 8 | |
| Binary Classification | EXP | Accuracy (EXP)100 | 6 | |
| Graph Separation | EXP | Number of Unseparated Pairs0 | 6 | |
| Graph Classification | EXP | Accuracy100 | 6 | |
| Graph Classification | EXP synthetic (test) | Accuracy100 | 6 | |
| Multivariate Regression | Exp. Fixed synthetic (test) | Coverage98.9 | 4 | |
| Multivariate Regression | Exp. Transformed | Normalized Volume18.52 | 4 | |
| Multivariate Regression | Exp. Fixed | Normalized Volume11.98 | 4 | |
| Particle Velocity Prediction | Exp.α (test) | Velocity MAE (µm/s)0.738 | 2 | |
| Fluid Topology Prediction | Exp.α (test) | Volume Error (%)18.7 | 2 | |
| Particle Velocity Prediction | Exp.α (train) | Velocity MAE (µm/s)0.707 | 2 | |
| Fluid Topology Prediction | Exp.α (train) | Volume Error (%)17.4 | 2 | |
| Expressivity testing | EXP | Metric- | 0 |
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