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  TIMEE is a pretrained transformer for time series classification.
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  It classifies test series in a **single forward pass** given labeled training examples — no per-dataset training or fine-tuning required.
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- **Paper:** *TIMEE: End-to-end Time Series Classification via In-Context Learning* (under review)
 
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  ## Usage
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  ## Citation
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  ```bibtex
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- @inproceedings{timee2026,
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- title = {TIMEE: End-to-end Time Series Classification via In-Context Learning},
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- year = {2026},
 
 
 
 
 
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  }
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  ```
 
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  TIMEE is a pretrained transformer for time series classification.
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  It classifies test series in a **single forward pass** given labeled training examples — no per-dataset training or fine-tuning required.
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+ [![arXiv](https://img.shields.io/badge/arXiv-2607.07500-b31b1b.svg)](https://arxiv.org/abs/2607.07500)
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+ [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://www.apache.org/licenses/LICENSE-2.0)
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  ## Usage
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  ## Citation
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  ```bibtex
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+ @misc{küken2026timeeendtoendtimeseries,
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+ title={TimEE: End-to-end Time Series Classification via In-Context Learning},
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+ author={Jaris Küken and Shi Bin Hoo and Martin Mráz and Frank Hutter and Lennart Purucker},
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+ year={2026},
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+ eprint={2607.07500},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.LG},
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+ url={https://arxiv.org/abs/2607.07500},
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  }
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  ```