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Benchmarks
Variational Inference on Student-t distribution toy example dim=20
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0
Log Z
ULA-MCD
-0.0936
-0.0693
-0.045
-0.0207
Aug 16, 2022
Log Z
ELBO
Updated 3d ago
Evaluation Results
Method
Method
Links
Log Z
ELBO
ULA-MCD
# steps=256
2022.08
0
-
UHA-MCD
# steps=256
2022.08
-0.01
-
ULA
# steps=256
2022.08
-0.02
-
UHA
# steps=256
2022.08
-0.02
-
UHA-MCD
# steps=64
2022.08
-0.03
-
UHA
# steps=64
2022.08
-0.04
-
ULA-MCD
# steps=64
2022.08
-0.06
-
ULA
# steps=64
2022.08
-0.09
-
Plain VI
K=1
2021.07
-
-0.82
UHA
K=4
2021.07
-
-0.55
UHA
K=16
2021.07
-
-0.36
UHA
K=64
2021.07
-
-0.19
UHA
K=128
2021.07
-
-0.14
IW
K=128
2021.07
-
-0.14
IW
K=1024
2021.07
-
-0.088
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