Out-of-Distribution Detection on MNIST vs KMNIST (AUPR Uncertainty)
99.96AUPR (Epistemic)GEM-FI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GEM-FI2026.05 | 99.96 | 99.95 | |
| LTSVenue=MVA252026.05 | 99.94 | 98.17 | |
| GEM-MIX2026.05 | 99.94 | 99.94 | |
| DAEDLVenue=ICML242026.05 | 99.92 | 99.9 | |
| GEM-CORE2026.05 | 99.9 | 99.93 | |
| CEDL+Venue=ESWA252026.05 | 99.89 | 99.88 | |
| Re-EDLVenue=TPAMI252026.05 | 99.03 | — | |
| R-EDLVenue=ICLR242026.05 | 98.69 | — | |
| I-EDLVenue=ICML232026.05 | 98.33 | 98.34 | |
| EDLVenue=NeurIPS182026.05 | 96.31 | 97.02 | |
| POSTNETVenue=NeurIPS202026.05 | 94.59 | 95.75 | |
| KL-PNVenue=NeurIPS182026.05 | 93.39 | 92.97 | |
| RKL-PNVenue=NeurIPS192026.05 | 53.76 | 60.76 | |
| DROPOUTVenue=ICML162026.05 | — | 94 |