Uniform
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node-level Regression Uncertainty Quantification | Uniform | PICP100 | 9 | |
| Uncertainty Quantification | Uniform Synthetic | MPE0.11 | 8 | |
| Uncertainty Quantification | Uniform Synthetic | Sharpness10.49 | 8 | |
| Out-of-distribution detection | Uniform Random (test) | AUROC1 | 7 | |
| Inference OOM Tracking | uniform short | OOM Count7.3 | 5 | |
| 1-Wasserstein distance computation | uniform (test) | Computation Time (seconds)0.137 | 5 | |
| Auction Mechanism Design | 3 x 1 Uniform U[0, 1] (test) | Revenue0.541 | 4 | |
| 1-Wasserstein distance approximation | uniform | Training Time (min)7 | 3 | |
| Auction Design | 5 x 3 Uniform U[0, 1] (test) | Revenue1.85 | 3 | |
| Auction Design | Uniform 2 x 5 U[0, 1] (test) | Revenue2.38 | 3 | |
| 1-Wasserstein distance approximation | uniform unseen input sizes | Metric- | 0 | |
| 1-Wasserstein distance approximation | uniform seen input sizes | Metric- | 0 | |
| 2-Wasserstein distance approximation | uniform unseen input sizes (test) | Metric- | 0 | |
| 2-Wasserstein distance approximation | uniform seen input sizes (test) | Metric- | 0 |
Showing 14 of 14 rows