Synthetic dataset
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Runtime analysis | Synthetic dataset c=2 | CPU Runtime (s)0.001 | 70 | |
| Multi-view Clustering | Synthetic Dataset Setup | Rand Index1 | 60 | |
| Novel View Synthesis | Synthetic Dataset (test) | PSNR58.38 | 58 | |
| Multi-camera Pose Optimization | Synthetic Dataset | Runtime (s)0.25 | 54 | |
| Counterfactual Prediction | Synthetic Dataset | RMSEy0.5375 | 42 | |
| Counterfactual Prediction | Synthetic Dataset (test) | PEHE0.161 | 42 | |
| Counterfactual Prediction | Synthetic Dataset | ATE Error0.0001 | 42 | |
| Local Lipschitz constant estimation | 16-dimensional synthetic dataset (test) | Estimated Lipschitz Constant628.91 | 39 | |
| Attribute Inference | Synthetic Dataset | Attribute Inference Accuracy71.24 | 33 | |
| Future Link Prediction | Synthetic Dataset w/ OOD | AUC70.12 | 30 | |
| Multi-view Clustering | Synthetic Dataset Setup 2 | Rand Index1 | 24 | |
| Operator Learning | Synthetic Dataset | MAE0.01 | 24 | |
| Multi-label content safety classification | Synthetic Dataset | F1 Score0.768 | 21 | |
| Calibration Testing | Synthetic dataset (test) | Calibration Threshold0.01 | 21 | |
| Guided Flow Matching | Synthetic Dataset 10k samples 2-dimensional Mixture of Gaussians | Posterior Coverage94.6 | 20 | |
| Change Point Detection | Synthetic Dataset 2 (test) | F1 Score96.5 | 18 | |
| Multiple Rotation Averaging | Synthetic dataset (test) | Mean Angular Error0.23 | 18 | |
| Revenue Uplift Modeling | Synthetic Dataset | AUUC0.3155 | 17 | |
| Set Containment | Synthetic dataset (test) | Accuracy100 | 16 | |
| National-level electricity forecasting | Synthetic Dataset Σ = I (test) | MAPE1.75 | 15 | |
| Signal recovery | Unbalanced synthetic dataset (n=(50, 70, 120), N=20, K=3) | SNR10.4 | 15 | |
| Semantic Segmentation | Synthetic dataset (val) | mIoU0.735 | 13 | |
| Object Detection | Synthetic dataset (val) | Precision66.9 | 13 | |
| co-reference resolution | synthetic dataset | Accuracy81 | 12 | |
| Relighting | Synthetic Dataset | PSNR32.87 | 12 |
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