| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet | Average Prediction Set Size1.52 | 63 | 2mo ago | ||
| 15 datasets (average) | Coverage95.7 | 39 | 9d ago | ||
| CIFAR 100 | Avg Prediction Set Size1.15 | 32 | 15d ago | ||
| CIFAR-100 (test) | APS | Coverage0.96 | 30 | 1d ago | |
| MNIST (test) | Coverage100 | 30 | 1d ago | ||
| FashionMNIST (test) | Efficiency Rate (γn,m)3.2814 | 27 | 1d ago | ||
| CIFAR-100 (five repeated splits) | CFCP | Class Coverage59.8 | 24 | 8d ago | |
| Distribution Drift simulated (test) | Coverage91.9 | 24 | 3mo ago | ||
| Changepoint simulated (test) | OGD | Coverage90 | 24 | 3mo ago | |
| F-MNIST | Simple Fano bound | Average Prediction Set Size1.7 | 24 | 3mo ago | |
| casp | Volume80 | 23 | 26d ago | ||
| house | CP2-PCP | Volume68 | 23 | 26d ago | |
| bias | OT | Volume2.47 | 23 | 26d ago | |
| rf2 | CP2-PCP | Volume98 | 22 | 26d ago | |
| rf1 | ECM | Volume89 | 22 | 26d ago | |
| 89_pegase (test) | PICP (Coverage)100 | 22 | 3mo ago | ||
| ImageNet (five repeated splits) | CFCP | Class Coverage67.2 | 21 | 8d ago | |
| CIFAR-10 (test) | EC3 | Mean Prediction Set Size1.09 | 21 | 3mo ago | |
| CIFAR 10 | semicp | Avg Prediction Set Size0.9 | 21 | 2mo ago | |
| iNaturalist | AvgSize3.1 | 20 | 3mo ago | ||
| bio (test) | CHR | Marginal Coverage90 | 19 | 22d ago | |
| CIFAR10 (test) | Median Prediction Set Size0 | 18 | 1d ago | ||
| CUB-Birds (test) | RAPS+TTA-Avg | Avg Prediction Set Size1.78 | 18 | 3mo ago | |
| iNaturalist (test) | RAPS+TTA-Avg | Avg Prediction Set Size2.61 | 18 | 3mo ago | |
| ImageNet ILSVRC2012 (test) | RAPS+TTA-Learned | Avg Prediction Set Size2.312 | 18 | 3mo ago |
