Trajectory KL divergence on High-dimensional Gaussian mixture D=64
0Trajectory KL Divergence (Gaussian 0.02 perturbation)Feature-wise SB
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Feature-wise SB2025.09 | 0 | 0 | 0 | 0 | |
| DLightSB2025.09 | 0.3 | 0.1 | 0.1 | 0.1 | |
| Reference2025.09 | 0.5 | 0.6 | 0.3 | 0.5 | |
| DLightSB-MLoss=KL, N + 1=162025.09 | 6.2 | 1.3 | 26.4 | 22.3 | |
| DLightSB-MLoss=KL, N + 1=642025.09 | 6.6 | 0.8 | 22.9 | 7.3 | |
| CSBMLoss=KL, N + 1=162025.09 | 16.8 | 22 | 15.2 | 14.1 | |
| CSBMLoss=KL, N + 1=642025.09 | 22.8 | 2.3 | 4 | 3.6 | |
| α-CSBMLoss=KL, N + 1=642025.09 | 24.5 | 2.1 | 4.5 | 4.6 | |
| α-CSBMLoss=KL, N + 1=162025.09 | 26.1 | 3.5 | 4.9 | 5.2 | |
| DLightSB-MLoss=MSE, N + 1=162025.09 | 26.3 | 1.4 | 8.8 | 48.3 | |
| α-CSBMLoss=MSE, N + 1=162025.09 | 46.2 | 3.4 | 17.9 | 12 | |
| CSBMLoss=MSE, N + 1=162025.09 | 47.5 | 24.9 | 36.8 | 25.8 | |
| α-CSBMLoss=MSE, N + 1=642025.09 | 58.8 | 2 | 15.5 | 11 | |
| DLightSB-MLoss=MSE, N + 1=642025.09 | 58.8 | 2.3 | 41 | 17.9 | |
| CSBMLoss=MSE, N + 1=642025.09 | 59.3 | 2.1 | 14.8 | 10.9 |