Unconditional Generation

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10 (test)	SID	FID1.92	102	3mo ago
OpenWebText unconditional generation L = 1024		MAUVE100	50	20d ago
OpenWebText (OWT) L=1024 (held-out)		MAUVE1	45	3mo ago
LM1B sequence length 128		Generation Perplexity (PPL)40.2	43	23d ago
LSUN Bedroom 256x256 (test)	DyWeight	FID3.45	42	2mo ago
OpenWebText L=1024 (test)	AR	Generation Perplexity14.1	40	23d ago
LM1B		Generation Perplexity36.42	31	22d ago
FineWeb-Edu Mask source 170M-parameter (train)	DFM (Teacher)	Entropy8.5	17	23d ago
FineWeb-Edu Uniform source 170M-parameter (train)	FS-DFM	Entropy7	17	23d ago
AFHQ 64 x 64 v2	SDM	FID1.97	16	3mo ago
FFHQ 64 x 64	Heun	FID2.41	16	3mo ago
Unconditional Generations 1024		PPL (GPT-NEO)6.8	15	27d ago
OpenWebText L=2048 (test)	AR	Gen. PPL13.2	12	3mo ago
LSUN Church 256x256 (test)		FID4.06	11	3mo ago
CIFAR-10 32x32 (test)	TALORA	FID4.23	10	3mo ago
Dentate Gyrus (test)	count-FM	W2 Score20.456	7	23d ago
QM9		JSD Mean Bond Angle0.042	7	1mo ago
Synthcity Average of 15 datasets: Adult, Credit, Bank, Wine Quality, Car Evaluation, SPECTF Heart, Communities Crime, Law Students, Student Performance, Circle, Multivariate Normal, Imbalanced, Mixed, Iris, Complex Stress (test)	TabDDPM	Feature Correlation4.2	7	3mo ago
ImageNet 1K (val)	GOLDDIFF	MSE0.027	6	3mo ago
Porcelain	Ours	FID56.46	6	3mo ago
Animal	Ours	FID18.82	6	3mo ago
Geom-Drug (test)	TCS	AS89.6	6	3mo ago
Synthetic Copula	GMRF MCVAE	Wasserstein Distance (Dim1) (x10^3)0.7	5	1mo ago
ImageNet 256	EMAG	FID29.85	5	3mo ago
COCO 2014 (val)	EMAG	FID74.98	5	3mo ago

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