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ResearchFormerly WizWand

Signal Recovery on Linear-Gaussian distractor environment (train)

1Signal R^2VAE
0.597520.702010.80650.91099Jan 20, 2026
Updated 8mo ago

Evaluation results

MethodLinks
VAEScale (SNR)=0.0 (inf dB), Training Time=12.6s2026.011
ARScale (SNR)=0.0 (inf dB), Training Time=6.4s2026.010.999
VJEPAScale (SNR)=0.0 (inf dB), Training Time=13.9s2026.010.999
JEPAScale (SNR)=4.0 (3.8 dB), Training Time=16.6s2026.010.999
VJEPAScale (SNR)=4.0 (3.8 dB), Training Time=13.8s2026.010.994
BJEPAScale (SNR)=0.0 (inf dB), Training Time=23.5s2026.010.987
JEPAScale (SNR)=0.0 (inf dB), Training Time=16.9s2026.010.947
JEPAScale (SNR)=8.0 (-2.2 dB), Training Time=16.1s2026.010.947
BJEPAScale (SNR)=4.0 (3.8 dB), Training Time=23.2s2026.010.92
VJEPAScale (SNR)=8.0 (-2.2 dB), Training Time=13.4s2026.010.905
BJEPAScale (SNR)=8.0 (-2.2 dB), Training Time=23.0s2026.010.896
ARScale (SNR)=4.0 (3.8 dB), Training Time=6.5s2026.010.839
VAEScale (SNR)=4.0 (3.8 dB), Training Time=12.5s2026.010.822
ARScale (SNR)=8.0 (-2.2 dB), Training Time=7.1s2026.010.68
VAEScale (SNR)=8.0 (-2.2 dB), Training Time=12.3s2026.010.613