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ResearchFormerly WizWand

Disentanglement on Shapes3D (BetaVAE, MIG)

1BetaVAE ScoreSlow-VAE
0.132640.357820.5830.80818Dec 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Slow-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.1210.615
Slow-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.1210.655
Ada-GVAE-kRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.1210.556
Ada-GVAE-k*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.1210.498
GVAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.1210.203
Soft TPRRepresentation type=Fully continuous2024.1210.471
VCTRepresentation type=Symbolic vector-tokened2024.120.9990.525
GVAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.9980.251
ML-VAERepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.9760.354
ML-VAE*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.120.9210.298
Shu*Representation type=Symbolic scalar-tokened, Learnable parameter control=true2024.120.5120.006
ShuRepresentation type=Symbolic scalar-tokened, Learnable parameter control=false2024.120.4980.005
COMETRepresentation type=Symbolic vector-tokened2024.120.1660.0002