Simulated
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Feature Importance Ranking | Simulated binary classification 1.0 (train test) | Feature Rank1 | 60 | |
| Causal Discovery | Simulated datasets | Cohen's d0.455 | 24 | |
| Estimation and Uncertainty Quantification | Simulated Case 3 Model 3 (test) | MAE0.14 | 10 | |
| Estimation and Uncertainty Quantification | Simulated Case 1 Model 1 (test) | MAE0.06 | 10 | |
| Interval Estimation | Simulated p=300 (test) | PCC0.863 | 9 | |
| Interval Estimation | Simulated p=100 (test) | PCC0.874 | 9 | |
| Interval Estimation | Simulated p=50 (test) | PCC0.937 | 9 | |
| Speech Enhancement | Simulated (test) | DNSMOS3.39 | 8 | |
| Hyperspectral Unmixing | Simulated SNR=30 dB | SAD0.018 | 8 | |
| Hyperspectral Unmixing | Simulated SNR=20 dB | SAD0.015 | 8 | |
| Hyperspectral Unmixing | Simulated SNR=10 dB | SAD0.056 | 8 | |
| Deblurring | Simulated following DiffUIR 4sets | PSNR31.11 | 7 | |
| Dehazing | Simulated following DiffUIR | PSNR34.33 | 7 | |
| Desnowing | Simulated following DiffUIR | PSNR32.86 | 7 | |
| Image Enhancement | Simulated following DiffUIR | PSNR27.42 | 7 | |
| Deraining | Simulated following DiffUIR 6sets | PSNR34.75 | 7 | |
| Poisson regression | Simulated | Calibration Error0.069 | 6 | |
| Anomaly Detection | Simulated | AUC-PR98.6 | 6 | |
| Brain graph evolution prediction | Simulated | MAE0.0305 | 6 | |
| Speaker Diarization | Simulated beta = 5 (test) | DER9.51 | 6 | |
| Speaker Diarization | Simulated beta = 3 (test) | DER8.51 | 6 | |
| Domain Adaptation | Simulated datasets | Median Runtime (s)0.0384 | 5 | |
| Geometry reconstruction | Simulated (sim) | MAE8.45 | 3 | |
| View synthesis of time-resolved lidar measurements | Simulated | T-IOU76 | 3 | |
| View synthesis of integrated (steady-state) lidar images | Simulated | PSNR (dB)30.99 | 3 |
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