Simulated dataset
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Biclustering | Simulated dataset (val) | Mean ARI0.96 | 54 | |
| Biclustering | Simulated dataset (train) | Mean ARI96 | 54 | |
| Component estimation | Simulated dataset one level | Accuracy91 | 28 | |
| Reproducibility | Simulated dataset k2=6 | Reproducibility85.1 | 20 | |
| Reproducibility | Simulated dataset k2 = 4 | Reproducibility86.1 | 20 | |
| Trajectory Prediction | Simulated Dataset | Precision95.25 | 18 | |
| Novel View Synthesis | Simulated dataset | PSNR (dB)28.39 | 15 | |
| Synthetic Data Generation | Simulated dataset linear formula 4.3 | M1 Metric Value11 | 11 | |
| Causal function estimation | Simulated Dataset B Binary (test) | MSE0.001 | 8 | |
| CATE Estimation | Simulated Dataset Nonlinear Outcome | RMSE (Quadratic)1.45 | 8 | |
| CATE Estimation | Simulated Dataset Linear Outcome | Mean RMSE (Var=0.1)0.76 | 8 | |
| Intensity Image Reconstruction | Simulated dataset stronger noise condition (test) | PSNR28.06 | 6 | |
| Multi-object pushing trajectory tracking | Simulated dataset Multi-object | Mean 3D Trajectory Error (cm)0.38 | 4 | |
| Single-object push-down trajectory tracking | Simulated dataset Push-Down | Mean 3D Trajectory Error (cm)0.86 | 4 | |
| Single-object pushing trajectory tracking | Simulated dataset Push | Mean 3D Trajectory Error (cm)0.34 | 4 | |
| Image Reconstruction | Simulated dataset Ocean wave | PSNR16.07 | 2 | |
| Image Reconstruction | Simulated dataset Ripple wave | PSNR23.07 | 2 | |
| Image Reconstruction | Simulated dataset Gaussian wave | PSNR20.92 | 2 | |
| Rib suppression rating | Simulated dataset | P-value (Doctor A)0.057 | 1 |
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