Update README.md

README.md

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 # Large Time-Series Model (Timer)
 
-Large time-series model introduced in the paper: [Timer: Generative Pre-trained Transformers Are Large Time Series Models](https://arxiv.org/abs/2402.02368). [[Poster]](https://cloud.tsinghua.edu.cn/f/91da8a3d06984f209461/), [[Slides]](https://cloud.tsinghua.edu.cn/f/b766629dbc584a4e8563/).
+[Large time-series model](https://cloud.tsinghua.edu.cn/f/b766629dbc584a4e8563/) introduced in this [paper](https://arxiv.org/abs/2402.02368) and enhanced with our [further work](https://arxiv.org/abs/2410.04803).
 
-The base version is pre-trained on 260B time points, which supports zero-shot forecasting ([benchmark](https://cdn-uploads.huggingface.co/production/uploads/64fbe24a2d20ced4e91de38a/n2IW7fTRpuZFMYoPr1h4O.png)) and further adaptations.
+The base version is pre-trained on 260B time points, which supports zero-shot forecasting ([benchmark](https://cdn-uploads.huggingface.co/production/uploads/64fbe24a2d20ced4e91de38a/n2IW7fTRpuZFMYoPr1h4O.png)) and adaptations.
 
 See https://github.com/thuml/Large-Time-Series-Model for examples of using this model.