Sampling

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10		Sampling Time (s)0.3	39	3mo ago
DW-4 8 dimensions standard Gaussian reference		Neural Calls0	24	2mo ago
GMM-10 N=30 chains	CMCD-APT	R Value6,231	9	2mo ago
GMM-10 (N=10 chains)		R681	9	2mo ago
GMM-10 N=6 chains	CMCD-APT	R1,743	9	2mo ago
ImageNet 32x32	L3C	Sampling Time (s)0.0006	9	3mo ago
ManyWell-32 N=30 chains	CMCD-APT	Lambda_hat_K Statistic3.148	8	2mo ago
ManyWell-32 (N=10 chains)	Diff-APT	R Statistic5,704	8	2mo ago
ManyWell-32 N=5 chains	Diff-PT	R251	8	2mo ago
Aggregated sampling tasks (GM-2, GMNU-2, GM-16, GMNU-16, LJ-13, LJ-55, ALDP, BNN)	CDS	HVR99.76	6	28d ago
swissroll	DPF	Transport Efficiency99.47	6	3mo ago
pinwheel	DPF	Transport Efficiency99.5	6	3mo ago
moons	DPF	Transport Efficiency99.63	6	3mo ago
circles	DPF	Transport Efficiency99.23	6	3mo ago
checkerboard	DPF	Transport Efficiency99.02	6	3mo ago
8gaussians	DPF	Transport Efficiency99.54	6	3mo ago
2spirals	DPF	Transport Efficiency98.99	6	3mo ago
Target distribution π	LMC	Iteration Complexity1	5	21d ago
VMAS	CoHetteam	Mean Episodic Reward34.86	4	2mo ago
Potts model beta_low=1.3 L=16, J=1, q=4 (test)	PDNS	Magnetization8.4	3	14d ago
Potts model beta_critical=1.0986 L=16, J=1, q=4 (test)		Magnetization5.3	3	14d ago
Ising model beta_low=0.6 L=24, J=1 (test)	PDNS	Magnetization9	3	14d ago
Ising model beta_critical=0.4407 L=24, J=1 (test)	LEAPS	Magnetization0.059	3	14d ago
Clutter problem 2D	A* sampling	Acceptance Rate56.1	3	1mo ago
Clutter problem 1D	A* sampling	Acceptance Rate89.4	3	1mo ago

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