Generative Modeling

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10 (test)	VDM	NLL (bits/dim)2.65	62	3mo ago
MNIST (train)	ST	ELBO136.73	51	2mo ago
CIFAR-10	CR-NVAE	BPD2.51	46	3mo ago
CIFAR-10	EDM	FID1.79	35	1mo ago
MNIST (test)	STGS	N-ELBO99.32	35	1mo ago
Omniglot (train)	CARMS-G	Log Likelihood-108.62	30	3mo ago
Fashion MNIST (train)	CARMS-I	Log Likelihood (100 samples)-230.77	30	2mo ago
Dynamic MNIST (train)	CARMS-I	Log Likelihood-92.13	30	3mo ago
CIFAR-10 posterior sampling		FID9.289	26	3mo ago
ImageNet 32x32 downsampled	Image Transformer	Bits Per Dimension3.77	24	3mo ago
Checkerboard (held-out reference)	DS-RectFlow-k=2	SWD0.1006	21	15d ago
Gumbel + Gaussian Median across all configurations 480 values per cell	Log-FM	W1^P (Pareto Margins)0.187	20	14d ago
IEEE 14-bus AC 68-dim (test)	RealNVP-TC-MMD-VAE	W1 Distance0.0104	20	14d ago
kmnist (test)	UHA	ELBO-171.6	20	3mo ago
letters (test)	UHA	ELBO-130.9	20	3mo ago
CIFAR10 (test)	DG flow	FID9.62	19	3mo ago
GMM (d=40)	p_tilde_T(x)	MaxSWD0.1	18	3mo ago
7-DOF Robot Arm	ULLA	JSD0.275	16	1mo ago
ImageNet 256x256	VAR-d30-re (Tian et al., 2024)	FID1.73	15	2mo ago
CIFAR-10 8-bit color (test)	VDM	Bits per Dimension2.49	15	3mo ago
Dynamically binarized MNIST (test)	Double CV	NELBO-97.62	13	3mo ago
MNIST	MAE	NLL (nats)77.98	13	14d ago
ImageNet 64x64 downsampled	SPN	Bits Per Dimension1.41	13	3mo ago
MNIST Binary (test)	Diagonal BiLSTM	NLL (nats)79.2	13	3mo ago
Normal to moons synthetic (test)	SBB	W20.109	12	3mo ago

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