SOTA Generative Modeling benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10 (test)	VDM	NLL (bits/dim)2.65	62	4d ago
CIFAR-10	CR-NVAE	BPD2.51	46	4d ago
MNIST (train)	ReinMax	Neg. ELBO93.44	42	4d ago
MNIST (test)	STGS	N-ELBO99.32	35	4d ago
Omniglot (train)	CARMS-G	Log Likelihood-108.62	30	4d ago
Fashion MNIST (train)	CARMS-I	Log Likelihood (100 samples)-230.77	30	4d ago
Dynamic MNIST (train)	CARMS-I	Log Likelihood-92.13	30	4d ago
ImageNet 32x32 downsampled	Image Transformer	Bits Per Dimension3.77	24	4d ago
kmnist (test)	UHA	ELBO-171.6	20	4d ago
letters (test)	UHA	ELBO-130.9	20	4d ago
CIFAR10 (test)	DG flow	FID9.62	19	4d ago
CIFAR-10 8-bit color (test)	VDM	Bits per Dimension2.49	15	4d ago
Dynamically binarized MNIST (test)	Double CV	NELBO-97.62	13	4d ago
ImageNet 64x64 downsampled	SPN	Bits Per Dimension1.41	13	4d ago
MNIST Binary (test)	Diagonal BiLSTM	NLL (nats)79.2	13	4d ago
Normal to moons synthetic (test)	SBB	W20.109	12	4d ago
Normal to 8gaussians synthetic (test)	SBB	W20.241	12	4d ago
ImageNet 64x64 unconditional (test)	TARFLOW	BPD2.99	12	4d ago
CelebA-HQ 128x128 (test)	CSW-s	FID22.25	12	4d ago
STL10 96x96 (test)	CSW-s	FID77.24	12	4d ago
ImageNet 32x32 (test)	ScoreFlow	NLL3.76	12	4d ago
CIFAR-10 Unconditional	Sparse Transformer	NLL (bits/dim)2.8	11	4d ago
Spot the Cow (test)	RDDPM	NLL0.77	10	4d ago
Stanford Bunny (test)	RDDPM	NLL1.31	10	4d ago
WSJ0 Audio Spectrogram	SRNN	Log P(x)1.94	10	4d ago

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