Simulation-Based Inference

Benchmarks

Dataset Name	SOTA Method	Metric
SBIBM SIR	Simformer (Dense)	C2ST83.3	12	5d ago
SBIBM Bernoulli GLM		C2ST0.696	12	5d ago
SBIBM Two Moons	Simformer (Dense)	C2ST0.509	12	5d ago
SBIBM SLCP	OneFlowSBI	C2ST Score90.5	12	5d ago
SBIBM Gaussian Linear Uniform	Simformer (Dense)	C2ST0.656	12	5d ago
SBIBM Gaussian Linear	Simformer (Dense)	C2ST0.669	12	5d ago
SBIBM Gaussian Mixture		C2ST0.582	12	5d ago
SBIBM Lotka–Volterra		C2ST Score1	12	5d ago
SBIBM Bernoulli GLM raw	Simformer (Undirected)	C2ST0.998	12	5d ago
SBIBM SLCP Distractors	Simformer (Undirected)	C2ST97.9	12	5d ago
SBIBM SIR	OneFlowSBI	MMD^20.344	12	5d ago
SBIBM Bernoulli GLM	OneFlowSBI	MMD^29.05	12	5d ago
SBIBM Two Moons	OneFlowSBI	MMD^20.22	12	5d ago
SBIBM SLCP	Simformer (Undirected)	MMD^20.003	12	5d ago
SBIBM Gaussian Linear Uniform	Simformer (Undirected)	MMD^20.11	12	5d ago
SBIBM Gaussian Linear	Simformer (Undirected)	MMD^20.08	12	5d ago
SBIBM Gaussian Mixture	Simformer (Undirected)	MMD^20.29	12	5d ago
SBIBM Lotka–Volterra	OneFlowSBI	MMD^20.557	12	5d ago
SBIBM Bernoulli GLM raw	OneFlowSBI	MMD^20.041	12	5d ago
SBIBM SLCP Distractors	Simformer (Dense)	MMD^20.093	12	5d ago
g-and-k distribution Huber contamination (90% clean, 10% outliers) (test)	NSM-Bayes	MMD2 (Ref)0.13	8	5d ago
Ornstein-Uhlenbeck process (OUP) ε = 20% (test)	NPE-RS	RMSE0.63	5	5d ago
Ornstein-Uhlenbeck process (OUP) ε = 10% (test)	NPE-RS	RMSE0.62	5	5d ago
Ornstein-Uhlenbeck process (OUP) ε = 0% (test)	ABC-RS	RMSE0.44	5	5d ago
Ricker ε = 20% (test)	ABC-RS	RMSE2.99	5	5d ago

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