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1. awslabs/gluonts awslabs/gluonts Public

   Probabilistic time series modeling in Python

   Python 4.6k 754

2. amazon-science/chronos-forecasting amazon-science/chronos-forecasting Public

   Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting

   Python 2.5k 288

3. amazon-science/unconditional-time-series-diffusion amazon-science/unconditional-time-series-diffusion Public

   Official PyTorch implementation of TSDiff models presented in the NeurIPS 2023 paper "Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting"

   Python 139 27

4. clear-nus/NCDSSM clear-nus/NCDSSM Public

   PyTorch implementation of the NCDSSM models presented in the ICML '23 paper "Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series".

   Python 24 2

5. clear-nus/DGflow clear-nus/DGflow Public

   Pytorch implementation of DGflow (ICLR 2021).

   Python 17 5

6. REDSDS REDSDS Public

   Pytorch implementation of RED-SDS (NeurIPS 2021).

   Python 18 5