Foundational Model
| Packages | Description | Paper |
|---|---|---|
| Time-LLM | Time-LLM is a reprogramming framework to repurpose LLMs for general time series forecasting with the backbone language models kept intact. | Paper Link |
| MOMENT | From CMU. A family of open-source foundation models for general-purpose time-series analysis. | Paper Link |
| TimesFM | From Google. A time-series foundation model for forecasting whose out-of-the-box zero-shot performance on a variety of public datasets comes close to the accuracy of state-of-the-art supervised forecasting models for each individual dataset. | Paper Link |
| Lag-Llama | A general-purpose foundation model for univariate probabilistic forecasting. | Paper Link |
| MOIRAI | From Salesforce. An encoder-only Transformer model, specialized in universal time-series forecasting. | Paper Link |
| TimeGPT | The authors claim it’s the first foundation model for time series forecasting. | Paper Link |
| Chronos | From Amazon. Chronos is a family of pretrained time series forecasting models based on language model architectures. | Paper Link |