Available Models

GenTS included 25+ state-of-the-art time series generation models, with different capabilities. Our model zoo is updated in a regular basis. Please refer to customization for developing your own model under our framework!

Note

Most of the models are implemented based on the original papers, execpt for VanillaVAE, VanillaGAN, VanillaMAF, and VanillaDDPM. They are naive implementations of VAE, GAN, MAF, and DDPM, respectively. Users can use them as a baseline for their own models.

Name	Model Type	Synthesis	Forecasting	Imputation	Class label
VanillaVAE	VAE	✅	✅	✅	✅
TimeVAE	VAE	✅
TimeVQVAE	VAE	✅			✅
KoVAE	VAE	✅
VanillaGAN	GAN	✅	✅	✅	✅
TimeGAN	GAN	✅
COSCI-GAN	GAN	✅
GT-GAN	GAN	✅
PSA-GAN	GAN	✅
RCGAN	GAN	✅	✅		✅
VanillaMAF	Flow	✅	✅	✅	✅
Fourier Flow	Flow	✅
VanillaDDPM	Diffusion	✅	✅	✅	✅
CSDI	Diffusion		✅	✅
Diffusion-TS	Diffusion	✅	✅	✅
TMDM	Diffusion		✅
FourierDiffusion	Diffusion	✅
ImagenTime	Diffusion	✅	✅	✅
FIDE	Diffusion	✅
Latent ODE	Diff. Eq.	✅	✅	interpolation
Latent SDE	Diff. Eq.	✅
SDEGAN	Diff. Eq.	✅
LS4	Diff. Eq.	✅	✅	interpolation