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SOTA Bayesian Inference benchmarks and papers with code | Wizwand
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Bayesian Inference
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Bayesian Inverse Problems Task 5 1.0
DPG
C2ST
100
17
23d ago
Bayesian Inverse Problems Task 4 1.0
DPG
C2ST
92
17
23d ago
Bayesian Inverse Problems Task 3 1.0
DPS
C2ST
99.8
17
23d ago
Bayesian Inverse Problems Task 2 1.0
REJ-ABC
C2ST
90.9
17
23d ago
Bayesian Inverse Problems Task 1 1.0
REJ-ABC
C2ST
80.2
17
23d ago
Sonar 61D
OSDS
ELBO
-50.58
6
4mo ago
Ionosphere 35D
OSDS
ELBO
-86.68
6
4mo ago
Cancer 31D
PIS
ELBO
39.54
6
4mo ago
Seeds 26D
OSDS
ELBO
-44.35
6
4mo ago
Credit 25D
OSDS
ELBO
-501.74
6
4mo ago
Brownian 32D
DDS
ELBO
0.51
5
4mo ago
Inpainting
TR
Control Error
0.0052
4
1mo ago
Random linear sensing
TR
Control Error
0.0044
4
1mo ago
Bayesian Phylogenetic Inference 11 leaves
SB-GFlowNet
Training Time (s)
2,303.99
2
4mo ago
Bayesian Phylogenetic Inference 9 leaves
SB-GFlowNet
Training Time (s)
1,714.49
2
4mo ago
Bayesian Phylogenetic Inference 7 leaves
SB-GFlowNet
Training Time (s / 20k epochs)
1,279.68
2
4mo ago
IRT Ns = 400
NUTS
Min-ESS
314
1
3mo ago
SV T = 100
NUTS
Min-ESS
156
1
3mo ago
LGCP M = 100
NUTS
Min-ESS
7,994
1
3mo ago
Brownian Motion (T = 50)
NUTS
Min-ESS
2,280
1
3mo ago
Radon J = 85
NUTS
Min-ESS
3,367
1
3mo ago
Eight Schools
NUTS
Min-ESS
1,149
1
3mo ago
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