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Merge pull request thuml#229 from alienishi/main
docs: Corrected minute grammatical errors in README.md
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README.md

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@@ -17,7 +17,8 @@ Till October 2023, the top three models for five different tasks are:
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| 🥈 2nd | [PatchTST](https://github.com/yuqinie98/PatchTST) | [Non-stationary<br/>Transformer](https://github.com/thuml/Nonstationary_Transformers) | [Non-stationary<br/>Transformer](https://github.com/thuml/Nonstationary_Transformers) | [Non-stationary<br/>Transformer](https://github.com/thuml/Nonstationary_Transformers) | [FEDformer](https://github.com/MAZiqing/FEDformer) |
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| 🥉 3rd | [TimesNet](https://arxiv.org/abs/2210.02186) | [FEDformer](https://github.com/MAZiqing/FEDformer) | [Autoformer](https://github.com/thuml/Autoformer) | [Informer](https://github.com/zhouhaoyi/Informer2020) | [Autoformer](https://github.com/thuml/Autoformer) |
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**Note: We will keep updating this leaderboard.** If you have proposed advanced and awesome models, you are welcome to send your paper/code link to us or raise a pull request. We will add them to this repo and update the leaderboard as soon as possible.
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**Note: We will keep updating this leaderboard.** If you have proposed advanced and awesome models, you can send us your paper/code link or raise a pull request. We will add them to this repo and update the leaderboard as soon as possible.
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**Compared models of this leaderboard.** ☑ means that their codes have already been included in this repo.
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- [x] **iTransformer** - iTransformer: Inverted Transformers Are Effective for Time Series Forecasting [[arXiv 2023]](https://arxiv.org/abs/2310.06625) [[Code]](https://github.com/thuml/Time-Series-Library/blob/main/models/iTransformer.py)
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- Haoran Zhang (z-hr20@mails.tsinghua.edu.cn)
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- Jiawei Guo (guo-jw21@mails.tsinghua.edu.cn)
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or describe it in Issues. Recently, Jiawei Guo is the main maintainer of this library 😊.
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Or describe it in Issues.
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## Acknowledgement
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- Classification: https://github.com/thuml/Flowformer
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All the experiment datasets are public and we obtain them from the following links:
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All the experiment datasets are public, and we obtain them from the following links:
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- Long-term Forecasting and Imputation: https://github.com/thuml/Autoformer
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