Probabilistic Regression on Synthetic Manifold (test)
99.8AUROCDiFlo
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DiFloAlgorithm=DiFlo (Ours)2026.02 | 99.8 | 3.45 | 0.0007 | |
| DiFlo w/o L_curveLoss configuration=w/o L_curve (beta=0)2026.02 | 93.1 | 20.69 | 0.0005 | |
| DiFlo w/o L_repelLoss configuration=w/o L_repel (lambda=0)2026.02 | 71.1 | 10.45 | 0.0007 | |
| DiFlo w/ random noiseNegative mining=Random Noise c~ ~ U[-1,1]2026.02 | 66.2 | 90.45 | 0.0007 | |
| FM-DOTAlgorithm=FM-DOT2026.02 | 60.2 | 92.34 | 0.0006 | |
| FM-LikelihoodAlgorithm=FM-Likelihood2026.02 | 56.5 | 93.32 | 0.0006 |