EB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Trajectory interpolation | EB 50D (held-out time points) | Mean W16.586 | 24 | |
| Population dynamics recovery | EB 5D (t3) | dW2 Distance0.849 | 16 | |
| Single-cell interpolation | EB 5D | EMD0.69 | 15 | |
| Discrete Branching Dynamics Reconstruction | EB 100D (t=4) | W1 Score12.406 | 12 | |
| Discrete Branching Dynamics Reconstruction | EB 100D (t=3) | W111.516 | 12 | |
| Discrete Branching Dynamics Reconstruction | EB 100D (t=2) | W1 Distance11.04 | 12 | |
| Discrete Branching Dynamics Reconstruction | EB 100D (t=1) | W1 Distance9.941 | 12 | |
| Trajectory Inference | EB 50D t=4 | W1 Score6.647 | 11 | |
| Trajectory Inference | 50D EB dataset t=2 | W1 Error5.904 | 11 | |
| Cell state distribution prediction | EB 50D (held-out) | Mean W110.135 | 8 | |
| Unbalanced Trajectory Modeling | EB 50D | W16.155 | 6 | |
| Trajectory Inference | EB | KL(νA∥νB)22.058 | 5 | |
| Trajectory Inference | EB τ = 0.75 | EMD0.736 | 5 | |
| Trajectory Inference | EB τ = 0.25 | EMD0.699 | 5 | |
| Time-point interpolation | EB | EMD0.733 | 5 | |
| Gene Regulatory Network Discovery | EB dataset validated on TRRUST (test) | F1 Score (JUN)71 | 3 | |
| Inference Time Comparison | EB | Speedup (vs RK)2,965 | 1 |
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