Generative Modeling

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10	CR-NVAE	BPD2.51	68	25d ago
CIFAR-10 (test)	VDM	NLL (bits/dim)2.65	62	4mo ago
MNIST (train)	ST	ELBO136.73	51	4mo ago
MNIST	CR-NVAE	NLL (nats)76.93	50	25d ago
ImageNet (val)	DRL (λ*)	FDval2.31	48	1mo ago
ImageNet (train)	DRL (λ*)	Fréchet Distance (FD)1.19	48	1mo ago
CIFAR-10	EDM	FID1.79	35	2mo ago
MNIST (test)	STGS	N-ELBO99.32	35	3mo ago
Omniglot (train)	CARMS-G	Log Likelihood-108.62	30	4mo ago
Fashion MNIST (train)	CARMS-I	Log Likelihood (100 samples)-230.77	30	3mo ago
Dynamic MNIST (train)	CARMS-I	Log Likelihood-92.13	30	4mo ago
CIFAR-10 posterior sampling		FID9.289	26	4mo ago
ImageNet 32x32 downsampled	Image Transformer	Bits Per Dimension3.77	24	4mo ago
Checkerboard (held-out reference)	DS-RectFlow-k=2	SWD0.1006	21	2mo ago
Gumbel + Gaussian Median across all configurations 480 values per cell	Log-FM	W1^P (Pareto Margins)0.187	20	2mo ago
IEEE 14-bus AC 68-dim (test)	RealNVP-TC-MMD-VAE	W1 Distance0.0104	20	2mo ago
kmnist (test)	UHA	ELBO-171.6	20	4mo ago
letters (test)	UHA	ELBO-130.9	20	4mo ago
CIFAR10 (test)	DG flow	FID9.62	19	4mo ago
GMM (d=40)	p_tilde_T(x)	MaxSWD0.1	18	4mo ago
7-DOF Robot Arm	ULLA	JSD0.275	16	3mo ago
ImageNet 256x256 (train)	Ours	FID (50K)3.56	15	1mo ago
ImageNet 256x256	VAR-d30-re (Tian et al., 2024)	FID1.73	15	4mo ago
CIFAR-10 8-bit color (test)	VDM	Bits per Dimension2.49	15	4mo ago
Dynamically binarized MNIST (test)	Double CV	NELBO-97.62	13	4mo ago

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