Uncertainty Estimation on CITE-seq
0.2586MSESLM-Manifold
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SLM-Manifoldvariant=Adaptive2026.05 | 0.2586 | 94.74 | 90.5 | 86.31 | 82.13 | 77.9 | 1.42 | 613.3 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=raw2026.05 | 0.2656 | 17 | 14.44 | 12.73 | 11.39 | 10.26 | 71.83 | 613.7 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=TempScale2026.05 | 0.2656 | 95.2 | 93.5 | 91.95 | 90.42 | 88.84 | 6.98 | 615.2 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=Isotonic2026.05 | 0.2656 | 37.01 | 37.01 | 37.01 | 37.01 | 37.01 | 47.99 | 614.8 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=Conformal2026.05 | 0.2656 | 94.95 | 89.92 | 84.85 | 79.79 | 74.71 | 0.16 | 614.6 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=raw2026.05 | 0.3045 | 12.48 | 10.71 | 9.51 | 8.55 | 7.75 | 75.2 | 931.3 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=TempScale2026.05 | 0.3045 | 89.99 | 88.18 | 86.64 | 85.17 | 83.7 | 4.47 | 934.1 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=Isotonic2026.05 | 0.3045 | 26.11 | 26.11 | 26.11 | 26.11 | 26.11 | 58.89 | 932.7 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=Conformal2026.05 | 0.3045 | 95.03 | 90.08 | 85.13 | 80.15 | 75.17 | 0.11 | 932.3 |