SBIBM

Benchmarks

Task Name	Dataset Name	SOTA Result
Simulation-Based Inference	SBIBM Gaussian Linear	C2ST0.97	19
Simulation-Based Inference	SBIBM Lotka–Volterra	C2ST Score1	15
Simulation-Based Inference	SBIBM SIR	C2ST83.3	12
Simulation-Based Inference	SBIBM Bernoulli GLM	C2ST0.696	12
Simulation-Based Inference	SBIBM Two Moons	C2ST0.509	12
Simulation-Based Inference	SBIBM SLCP	C2ST Score90.5	12
Simulation-Based Inference	SBIBM Gaussian Linear Uniform	C2ST0.656	12
Simulation-Based Inference	SBIBM Gaussian Mixture	C2ST0.582	12
Simulation-Based Inference	SBIBM Bernoulli GLM raw	C2ST0.998	12
Simulation-Based Inference	SBIBM SLCP Distractors	C2ST97.9	12
Simulation-Based Inference	SBIBM SIR	MMD^20.344	12
Simulation-Based Inference	SBIBM Bernoulli GLM	MMD^29.05	12
Simulation-Based Inference	SBIBM Two Moons	MMD^20.22	12
Simulation-Based Inference	SBIBM SLCP	MMD^20.003	12
Simulation-Based Inference	SBIBM Gaussian Linear Uniform	MMD^20.11	12
Simulation-Based Inference	SBIBM Gaussian Linear	MMD^20.08	12
Simulation-Based Inference	SBIBM Gaussian Mixture	MMD^20.29	12
Simulation-Based Inference	SBIBM Lotka–Volterra	MMD^20.557	12
Simulation-Based Inference	SBIBM Bernoulli GLM raw	MMD^20.041	12
Simulation-Based Inference	SBIBM SLCP Distractors	MMD^20.093	12
Posterior Estimation	SBIBM SLCP	Joint C2ST95	10
Posterior Estimation	SBIBM Lotka-Volterra	Joint C2ST1	9
Posterior Estimation	SBIBM SIR	Joint C2ST77	9
Posterior Estimation	SBIBM Gaussian mixture	Joint C2ST75	9
Posterior Estimation	SBIBM Two moons	Joint C2ST76	9

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