Simulation-Based Inference

Benchmarks

Dataset Name	SOTA Method	Metric
SBIBM Gaussian Linear	Wildberger	C2ST0.97	19	17d ago
SBIBM SIR	Simformer (Dense)	C2ST83.3	12	1mo ago
SBIBM Bernoulli GLM		C2ST0.696	12	1mo ago
SBIBM Two Moons	Simformer (Dense)	C2ST0.509	12	1mo ago
SBIBM SLCP	OneFlowSBI	C2ST Score90.5	12	1mo ago
SBIBM Gaussian Linear Uniform	Simformer (Dense)	C2ST0.656	12	1mo ago
SBIBM Gaussian Mixture		C2ST0.582	12	1mo ago
SBIBM Lotka–Volterra		C2ST Score1	12	1mo ago
SBIBM Bernoulli GLM raw	Simformer (Undirected)	C2ST0.998	12	1mo ago
SBIBM SLCP Distractors	Simformer (Undirected)	C2ST97.9	12	1mo ago
SBIBM SIR	OneFlowSBI	MMD^20.344	12	1mo ago
SBIBM Bernoulli GLM	OneFlowSBI	MMD^29.05	12	1mo ago
SBIBM Two Moons	OneFlowSBI	MMD^20.22	12	1mo ago
SBIBM SLCP	Simformer (Undirected)	MMD^20.003	12	1mo ago
SBIBM Gaussian Linear Uniform	Simformer (Undirected)	MMD^20.11	12	1mo ago
SBIBM Gaussian Linear	Simformer (Undirected)	MMD^20.08	12	1mo ago
SBIBM Gaussian Mixture	Simformer (Undirected)	MMD^20.29	12	1mo ago
SBIBM Lotka–Volterra	OneFlowSBI	MMD^20.557	12	1mo ago
SBIBM Bernoulli GLM raw	OneFlowSBI	MMD^20.041	12	1mo ago
SBIBM SLCP Distractors	Simformer (Dense)	MMD^20.093	12	1mo ago
SLCP	∆-Flow	Inference Time (s)0.01	8	17d ago
Two Moons	∆-Flow	Computation Time (s)0.01	8	17d ago
Bernoulli GLM	∆-Flow	Computation Time (s)0.01	8	17d ago
Gaussian Mixture	∆-Flow	Computation Time (s)0.01	8	17d ago
Gaussian Linear	∆-Flow	Computation Time (s)0.01	8	17d ago

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