SOTA Generative Modeling benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10 (test)	VDM	NLL (bits/dim)2.65	62	1mo ago
MNIST (train)	ST	ELBO136.73	51	1mo ago
CIFAR-10	CR-NVAE	BPD2.51	46	1mo ago
MNIST (test)	STGS	N-ELBO99.32	35	9d ago
Omniglot (train)	CARMS-G	Log Likelihood-108.62	30	1mo ago
Fashion MNIST (train)	CARMS-I	Log Likelihood (100 samples)-230.77	30	18d ago
Dynamic MNIST (train)	CARMS-I	Log Likelihood-92.13	30	1mo ago
CIFAR-10	EDM	FID1.79	27	1mo ago
CIFAR-10 posterior sampling		FID9.289	26	1mo ago
ImageNet 32x32 downsampled	Image Transformer	Bits Per Dimension3.77	24	1mo ago
kmnist (test)	UHA	ELBO-171.6	20	1mo ago
letters (test)	UHA	ELBO-130.9	20	1mo ago
CIFAR10 (test)	DG flow	FID9.62	19	1mo ago
GMM (d=40)	p_tilde_T(x)	MaxSWD0.1	18	1mo ago
ImageNet 256x256	VAR-d30-re (Tian et al., 2024)	FID1.73	15	1mo ago
CIFAR-10 8-bit color (test)	VDM	Bits per Dimension2.49	15	1mo ago
Dynamically binarized MNIST (test)	Double CV	NELBO-97.62	13	1mo ago
ImageNet 64x64 downsampled	SPN	Bits Per Dimension1.41	13	1mo ago
MNIST Binary (test)	Diagonal BiLSTM	NLL (nats)79.2	13	1mo ago
Normal to moons synthetic (test)	SBB	W20.109	12	1mo ago
Normal to 8gaussians synthetic (test)	SBB	W20.241	12	1mo ago
ImageNet 64x64 unconditional (test)	TARFLOW	BPD2.99	12	1mo ago
CelebA-HQ 128x128 (test)	CSW-s	FID22.25	12	1mo ago
STL10 96x96 (test)	CSW-s	FID77.24	12	1mo ago
ImageNet 32x32 (test)	ScoreFlow	NLL3.76	12	1mo ago

Showing 25 of 163 rows