Simulation-Based Inference

Benchmarks

Dataset Name	SOTA Method	Metric
Hierarchical Two Moons	FMPE Transformer	l-C2ST0.241	55	1mo ago
Hierarchical Gaussian Mixture	PF	l-C2ST0.0002	55	1mo ago
Hierarchical Gaussian Linear Uniform	Simformer	l-C2ST0.0004	55	1mo ago
Hierarchical Gaussian Linear	PF	l-C2ST0.0002	55	1mo ago
Hierarchical SLCP	SNPE (5 rounds)	l-C2ST23.6	54	1mo ago
Hierarchical SIR	LF	l-C2ST0.0001	53	1mo ago
SBIBM Gaussian Linear	Wildberger	C2ST0.97	19	2mo ago
SBIBM Lotka–Volterra		C2ST Score1	15	23d ago
SBIBM SIR	Simformer (Dense)	C2ST83.3	12	3mo ago
SBIBM Bernoulli GLM		C2ST0.696	12	3mo ago
SBIBM Two Moons	Simformer (Dense)	C2ST0.509	12	3mo ago
SBIBM SLCP	OneFlowSBI	C2ST Score90.5	12	3mo ago
SBIBM Gaussian Linear Uniform	Simformer (Dense)	C2ST0.656	12	3mo ago
SBIBM Gaussian Mixture		C2ST0.582	12	3mo ago
SBIBM Bernoulli GLM raw	Simformer (Undirected)	C2ST0.998	12	3mo ago
SBIBM SLCP Distractors	Simformer (Undirected)	C2ST97.9	12	3mo ago
SBIBM SIR	OneFlowSBI	MMD^20.344	12	3mo ago
SBIBM Bernoulli GLM	OneFlowSBI	MMD^29.05	12	3mo ago
SBIBM Two Moons	OneFlowSBI	MMD^20.22	12	3mo ago
SBIBM SLCP	Simformer (Undirected)	MMD^20.003	12	3mo ago
SBIBM Gaussian Linear Uniform	Simformer (Undirected)	MMD^20.11	12	3mo ago
SBIBM Gaussian Linear	Simformer (Undirected)	MMD^20.08	12	3mo ago
SBIBM Gaussian Mixture	Simformer (Undirected)	MMD^20.29	12	3mo ago
SBIBM Lotka–Volterra	OneFlowSBI	MMD^20.557	12	3mo ago
SBIBM Bernoulli GLM raw	OneFlowSBI	MMD^20.041	12	3mo ago

Showing 25 of 76 rows