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SBIBM

Benchmarks

Task NameDataset NameSOTA ResultTrend
Simulation-Based InferenceSBIBM Gaussian Linear
C2ST0.97
19
Simulation-Based InferenceSBIBM Lotka–Volterra
C2ST Score1
15
Simulation-Based InferenceSBIBM SIR
C2ST83.3
12
Simulation-Based InferenceSBIBM Bernoulli GLM
C2ST0.696
12
Simulation-Based InferenceSBIBM Two Moons
C2ST0.509
12
Simulation-Based InferenceSBIBM SLCP
C2ST Score90.5
12
Simulation-Based InferenceSBIBM Gaussian Linear Uniform
C2ST0.656
12
Simulation-Based InferenceSBIBM Gaussian Mixture
C2ST0.582
12
Simulation-Based InferenceSBIBM Bernoulli GLM raw
C2ST0.998
12
Simulation-Based InferenceSBIBM SLCP Distractors
C2ST97.9
12
Simulation-Based InferenceSBIBM SIR
MMD^20.344
12
Simulation-Based InferenceSBIBM Bernoulli GLM
MMD^29.05
12
Simulation-Based InferenceSBIBM Two Moons
MMD^20.22
12
Simulation-Based InferenceSBIBM SLCP
MMD^20.003
12
Simulation-Based InferenceSBIBM Gaussian Linear Uniform
MMD^20.11
12
Simulation-Based InferenceSBIBM Gaussian Linear
MMD^20.08
12
Simulation-Based InferenceSBIBM Gaussian Mixture
MMD^20.29
12
Simulation-Based InferenceSBIBM Lotka–Volterra
MMD^20.557
12
Simulation-Based InferenceSBIBM Bernoulli GLM raw
MMD^20.041
12
Simulation-Based InferenceSBIBM SLCP Distractors
MMD^20.093
12
Posterior EstimationSBIBM SLCP
Joint C2ST95
10
Simulation-based inferencesbibm Two Moons suite (test)
Gap Closed toward Oracle100
9
Simulation-based inferencesbibm SLCP (d=5) suite (test)
Gap Closed Toward Oracle100
9
Simulation-based inferencesbibm GL (d=5) (test)
Gap closed toward Oracle100
9
Posterior EstimationSBIBM Lotka-Volterra
Joint C2ST1
9
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