Signal Recovery on Linear-Gaussian distractor environment (train)
1Signal R^2VAE
Evaluation Results
| Method | Links | |
|---|---|---|
| VAEScale (SNR)=0.0 (inf dB), Training Time=12.6s2026.01 | 1 | |
| ARScale (SNR)=0.0 (inf dB), Training Time=6.4s2026.01 | 0.999 | |
| VJEPAScale (SNR)=0.0 (inf dB), Training Time=13.9s2026.01 | 0.999 | |
| JEPAScale (SNR)=4.0 (3.8 dB), Training Time=16.6s2026.01 | 0.999 | |
| VJEPAScale (SNR)=4.0 (3.8 dB), Training Time=13.8s2026.01 | 0.994 | |
| BJEPAScale (SNR)=0.0 (inf dB), Training Time=23.5s2026.01 | 0.987 | |
| JEPAScale (SNR)=0.0 (inf dB), Training Time=16.9s2026.01 | 0.947 | |
| JEPAScale (SNR)=8.0 (-2.2 dB), Training Time=16.1s2026.01 | 0.947 | |
| BJEPAScale (SNR)=4.0 (3.8 dB), Training Time=23.2s2026.01 | 0.92 | |
| VJEPAScale (SNR)=8.0 (-2.2 dB), Training Time=13.4s2026.01 | 0.905 | |
| BJEPAScale (SNR)=8.0 (-2.2 dB), Training Time=23.0s2026.01 | 0.896 | |
| ARScale (SNR)=4.0 (3.8 dB), Training Time=6.5s2026.01 | 0.839 | |
| VAEScale (SNR)=4.0 (3.8 dB), Training Time=12.5s2026.01 | 0.822 | |
| ARScale (SNR)=8.0 (-2.2 dB), Training Time=7.1s2026.01 | 0.68 | |
| VAEScale (SNR)=8.0 (-2.2 dB), Training Time=12.3s2026.01 | 0.613 |