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Benchmarks
Variational Inference on Student-t distribution toy example dim=200
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-0.1
Log Evidence (Z)
UHA
-1.6912
-1.2781
-0.865
-0.4519
Aug 16, 2022
Log Evidence (Z)
ELBO
Updated 4d ago
Evaluation Results
Method
Method
Links
Log Evidence (Z)
ELBO
UHA
# steps=256
2022.08
-0.1
-
UHA-MCD
# steps=256
2022.08
-0.1
-
ULA-MCD
# steps=256
2022.08
-0.3
-
UHA
# steps=64
2022.08
-0.36
-
UHA-MCD
# steps=64
2022.08
-0.48
-
ULA-MCD
# steps=64
2022.08
-0.82
-
ULA
# steps=256
2022.08
-0.88
-
ULA
# steps=64
2022.08
-1.63
-
Plain VI
K=1
2021.07
-
-8.1
UHA
K=4
2021.07
-
-5.5
UHA
K=16
2021.07
-
-3.5
UHA
K=64
2021.07
-
-1.9
UHA
K=128
2021.07
-
-1.4
IW
K=128
2021.07
-
-3.7
IW
K=1024
2021.07
-
-2.9
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