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Generative Modeling on MNIST (test)

99.32N-ELBO

STGS

Updated 4d ago

Evaluation Results

Method
STGS 2023.04	99.32	-	-	-	-	-	-	-
ReinMax 2023.04	100.63	-	-	-	-	-	-	-
ReinMax 2023.04	100.75	-	-	-	-	-	-	-
GST-1.0 2023.04	100.78	-	-	-	-	-	-	-
ReinMax 2023.04	100.85	-	-	-	-	-	-	-
GST-1.0 2023.04	101.28	-	-	-	-	-	-	-
GST-1.0 2023.04	101.44	-	-	-	-	-	-	-
STGS 2023.04	101.61	-	-	-	-	-	-	-
GR-MCK 2023.04	102.12	-	-	-	-	-	-	-
ReinMax 2023.04	102.4	-	-	-	-	-	-	-
STGS 2023.04	102.49	-	-	-	-	-	-	-
GR-MCK 2023.04	102.76	-	-	-	-	-	-	-
ReinMax 2023.04	102.91	-	-	-	-	-	-	-
STGS 2023.04	103.6	-	-	-	-	-	-	-
GR-MCK 2023.04	103.62	-	-	-	-	-	-	-
GST-1.0 2023.04	103.95	-	-	-	-	-	-	-
GR-MCK 2023.04	104.23	-	-	-	-	-	-	-
GST-1.0 2023.04	105.44	-	-	-	-	-	-	-
ReinMax 2023.04	105.74	-	-	-	-	-	-	-
STGS 2023.04	106.2	-	-	-	-	-	-	-
GST-1.0 2023.04	106.85	-	-	-	-	-	-	-
STGS 2023.04	106.89	-	-	-	-	-	-	-
GR-MCK 2023.04	109.03	-	-	-	-	-	-	-
ST 2023.04	113.41	-	-	-	-	-	-	-
GR-MCK 2023.04	113.54	-	-	-	-	-	-	-
ST 2023.04	114.25	-	-	-	-	-	-	-
ST 2023.04	114.48	-	-	-	-	-	-	-
ST 2023.04	115.43	-	-	-	-	-	-	-
ST 2023.04	118.46	-	-	-	-	-	-	-
ST 2023.04	118.85	-	-	-	-	-	-	-
ReinMax 2023.04	126.89	-	-	-	-	-	-	-
GR-MCK 2023.04	127.9	-	-	-	-	-	-	-
STGS 2023.04	128.09	-	-	-	-	-	-	-
GST-1.0 2023.04	128.2	-	-	-	-	-	-	-
ST 2023.04	137.06	-	-	-	-	-	-	-
PPMM 2021.06	-	0.17	-	-	-	-	-	-
RANDOM 2021.06	-	4.62	-	-	-	-	-	-
SLICED 2021.06	-	2.98	-	-	-	-	-	-
SLICED 2021.06	-	3.04	-	-	-	-	-	-
SLICED 2021.06	-	3.12	-	-	-	-	-	-
GMMN 2015.11	-	-	1,472	-	-	-	-	-
GSN 2015.11	-	-	2,141	-	-	-	-	-
GAN 2015.11	-	-	2,252	-	-	-	-	-
CatGAN 2015.11	-	-	2,376	-	-	-	-	-
GMMN + AE 2015.11	-	-	2,822	-	-	-	-	-
VAE 2019.05	-	28.2	-	-	-	-	-	-
WAE-GAN 2019.05	-	12.4	-	-	-	-	-	-
Two-Stage VAE 2019.05	-	10.9	-	-	-	-	-	-
RAE + GMM 2019.05	-	10.8	-	-	-	-	-	-
VAE 2019.05	-	28.3	-	-	-	-	-	-
VAE 2019.05	-	26.7	-	-	-	-	-	-
GLF 2019.05	-	8.2	-	-	-	-	-	-
GLANN 2019.05	-	8.6	-	-	-	-	-	-
GLF 2019.05	-	5.8	-	-	-	-	-	-
MM GAN 2019.05	-	9.8	-	-	-	-	-	-
NS GAN 2019.05	-	6.8	-	-	-	-	-	-
LSGAN 2019.05	-	7.8	-	-	-	-	-	-
WGAN 2019.05	-	6.7	-	-	-	-	-	-
WGAN GP 2019.05	-	20.3	-	-	-	-	-	-
DRAGAN 2019.05	-	7.6	-	-	-	-	-	-
BEGAN 2019.05	-	13.1	-	-	-	-	-	-
VAE 2019.05	-	28.2	-	-	-	-	-	-
WAE-GAN 2019.05	-	12.4	-	-	-	-	-	-
Two-Stage VAE 2019.05	-	10.9	-	-	-	-	-	-
RAE + GMM 2019.05	-	10.8	-	-	-	-	-	-
GLANN 2019.05	-	8.6	-	-	-	-	-	-
VAE+flow prior 2019.05	-	28.3	-	-	-	-	-	-
VAE+flow posterior 2019.05	-	26.7	-	-	-	-	-	-
GLF 2019.05	-	8.2	-	-	-	-	-	-
GLF 2019.05	-	5.8	-	-	-	-	-	-
UHA 2021.07	-	-	-	-92.4	-	-	-	-
UHA 2021.07	-	-	-	-89.2	-	-	-	-
UHA 2021.07	-	-	-	-88.5	-	-	-	-
UHA 2021.07	-	-	-	-88.1	-	-	-	-
UHA 2021.07	-	-	-	-87.1	-	-	-	-
IW 2021.07	-	-	-	-92.4	-	-	-	-
IW 2021.07	-	-	-	-89.9	-	-	-	-
IW 2021.07	-	-	-	-89.3	-	-	-	-
IW 2021.07	-	-	-	-88.8	-	-	-	-
IW 2021.07	-	-	-	-88.5	-	-	-	-
UHA 2021.07	-	-	-	-93.4	-	-	-	-
IW 2021.07	-	-	-	-93.4	-	-	-	-
UHA 2021.07	-	-	-	-89.8	-	-	-	-
IW 2021.07	-	-	-	-90.5	-	-	-	-
UHA 2021.07	-	-	-	-88.8	-	-	-	-
IW 2021.07	-	-	-	-89.9	-	-	-	-
UHA 2021.07	-	-	-	-88.1	-	-	-	-
IW 2021.07	-	-	-	-89.4	-	-	-	-
UHA 2021.07	-	-	-	-87.6	-	-	-	-
IW 2021.07	-	-	-	-89	-	-	-	-
FFJORD 2024.03	-	-	-	-	55.9	17.3	96.4	-
PaddingFlow 2024.03	-	-	-	-	36.1	11	100	-
DVP-VAE 2024.12	-	-	-	-	-	-	-	77.1
Attentive VAE 2024.12	-	-	-	-	-	-	-	77.63
CR-NVAE 2024.12	-	-	-	-	-	-	-	76.93
OU-VAE 2024.12	-	-	-	-	-	-	-	81.1
NVAE 2024.12	-	-	-	-	-	-	-	78.01
BIVA 2024.12	-	-	-	-	-	-	-	78.41
VampPrior 2024.12	-	-	-	-	-	-	-	78.45
LVAE 2024.12	-	-	-	-	-	-	-	81.74

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