Conditional Generation

Benchmarks

Dataset Name	SOTA Method	Metric
OpenWebText	IMDM	Generation Perplexity (Gen.PPL)24.11	42	21d ago
OWT	DID	Perplexity (PPL)19.99	24	2mo ago
MS-COCO 512x512 (val)	DyWeight	FID11.54	24	2mo ago
Pile	A3-8B	Perplexity11.2	18	3mo ago
ETTh1	PaCoDi SDE	WAPE15.2	13	3mo ago
PTB	DUO-DCD	Perplexity41.2	12	1mo ago
Wikitext103	MCDLM-PPLOptimized	Perplexity26.9	12	1mo ago
Lambada	DUO-DCD	Perplexity21.6	12	1mo ago
OpenWebText	MCDLM-PPLOptimized	Perplexity27.9	12	1mo ago
MNIST	FMwC	FID4.22	9	15d ago
MTG-Jamendo (test)	LATENTFT-MLP	FAD Score0.337	9	1mo ago
Controllable generation dataset New condition 1.0	Ctrl-X	Self-similarity0.135	8	3mo ago
Controllable generation dataset ControlNet-supported 1.0	Ctrl-X	Self-sim0.134	8	3mo ago
GTZAN (test)	LATENTFT-MLP	FAD0.844	7	1mo ago
Maestro (test)	LATENTFT-MLP	FAD0.667	7	1mo ago
Air Quality	GPT-4o-mini	WAPE0.759	7	3mo ago
Exchange	PaCoDi DDPM	WAPE25.1	7	3mo ago
ECL	PaCoDi SDE	WAPE0.131	7	3mo ago
ETTm1	PaCoDi DDPM	WAPE0.197	7	3mo ago
ImageNet 1K (val)	GOLDDIFF	MSE0.022	6	3mo ago
PCx (held-out)	count-FM	Mean RMSE1.082	5	23d ago
hc-3 linear-track session		RMSEµ0.026	5	23d ago
CIFAR-10	CFM + learned η	Accuracy87.28	5	26d ago
Synthetic Copula	GMRF MCVAE	Wasserstein Distance (Dim1)0.0026	5	1mo ago
COCO 5k 2017 (val)	Oracle Noise	FID25.96	4	1mo ago

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