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 **Update** (2025.5): We release a generative time series foundation model [Sundial](https://arxiv.org/abs/2502.00816) on [HuggingFace](https://huggingface.co/thuml/sundial-base-128m).
 
-**Update** (2025.2) We release an open codebase [OpenLTM](https://github.com/thuml/OpenLTM) for pre-training/fine-tuning customized large time-series models.
+**Update** (2025.2) We release [OpenLTM](https://github.com/thuml/OpenLTM) for pre-training/fine-tuning customized large time-series models.
 
-**Update** (2024.12): [Timer-XL](https://arxiv.org/abs/2410.04803) for unified multi-dimensional time series forecasting is accepted as ICLR 2025.
+**Update** (2024.12): [Timer-XL](https://arxiv.org/abs/2410.04803) for unified time series forecasting is accepted as ICLR 2025.
 
 **Update** (2024.5) [Timer](https://arxiv.org/abs/2402.02368), a large-scale pre-trained time sereis Transformer is accepted by ICML 2024.