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Update docs and configs #530

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Sep 26, 2024
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Update docs and configs #530

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0128dda
docs: add FITS into the algo table;
WenjieDu Sep 26, 2024
ef3dc0c
docs: update the reference of TEFN;
WenjieDu Sep 26, 2024
ac06654
Merge branch 'dev' into (docs)update
WenjieDu Sep 26, 2024
b6eaa10
docs: update pytorch intersphinx mapping link;
WenjieDu Sep 26, 2024
c784d80
docs: update docs;
WenjieDu Sep 26, 2024
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8 changes: 6 additions & 2 deletions README.md
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Expand Up @@ -121,6 +121,7 @@ The paper references and links are all listed at the bottom of this file.
|:--------------|:---------------------------------------------------------------------------------------------------------------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:-------------------|
| LLM | <a href="https://time-series.ai"><img src="https://time-series.ai/static/figs/robot.svg" width="26px"> Time-Series.AI</a> [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` |
| Neural Net | TEFN🧑‍🔧[^39] | ✅ | | | | | `2024 - arXiv` |
| Neural Net | FITS🧑‍🔧[^41] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | TimeMixer[^37] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | ModernTCN[^38] | ✅ | | | | | `2024 - ICLR` |
Expand Down Expand Up @@ -501,7 +502,10 @@ Time-Series.AI</a>
[^38]: Luo, D., & Wang X. (2024).
[ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis](https://openreview.net/forum?id=vpJMJerXHU).
*ICLR 2024*.
[^39]: Zhan, T., He, Y., Li, Z., & Deng, Y. (2024).
[^39]: Zhan, T., He, Y., Deng, Y., Li, Z., Du, W., & Wen, Q. (2024).
[Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting](https://arxiv.org/abs/2405.06419).
*arXiv 2024*.
[^40]: [Wikipedia: Linear interpolation](https://en.wikipedia.org/wiki/Linear_interpolation)
[^40]: [Wikipedia: Linear interpolation](https://en.wikipedia.org/wiki/Linear_interpolation)
[^41]: Xu, Z., Zeng, A., & Xu, Q. (2024).
[FITS: Modeling Time Series with 10k parameters](https://openreview.net/forum?id=bWcnvZ3qMb).
*ICLR 2024*.
8 changes: 6 additions & 2 deletions README_zh.md
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Expand Up @@ -106,6 +106,7 @@ PyPOTS当前支持多变量POTS数据的插补, 预测, 分类, 聚类以及异
|:--------------|:---------------------------------------------------------------------------------------------------------------------------------|:------:|:------:|:------:|:------:|:--------:|:-------------------|
| LLM | <a href="https://time-series.ai"><img src="https://time-series.ai/static/figs/robot.svg" width="26px"> Time-Series.AI</a> [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` |
| Neural Net | TEFN🧑‍🔧[^39] | ✅ | | | | | `2024 - arXiv` |
| Neural Net | FITS🧑‍🔧[^41] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | TimeMixer[^37] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | ModernTCN[^38] | ✅ | | | | | `2024 - ICLR` |
Expand Down Expand Up @@ -474,7 +475,10 @@ Time-Series.AI</a>
[^38]: Luo, D., & Wang X. (2024).
[ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis](https://openreview.net/forum?id=vpJMJerXHU).
*ICLR 2024*.
[^39]: Zhan, T., He, Y., Li, Z., & Deng, Y. (2024).
[^39]: Zhan, T., He, Y., Deng, Y., Li, Z., Du, W., & Wen, Q. (2024).
[Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting](https://arxiv.org/abs/2405.06419).
*arXiv 2024*.
[^40]: [Wikipedia: Linear interpolation](https://en.wikipedia.org/wiki/Linear_interpolation)
[^40]: [Wikipedia: Linear interpolation](https://en.wikipedia.org/wiki/Linear_interpolation)
[^41]: Xu, Z., Zeng, A., & Xu, Q. (2024).
[FITS: Modeling Time Series with 10k parameters](https://openreview.net/forum?id=bWcnvZ3qMb).
*ICLR 2024*.
2 changes: 1 addition & 1 deletion docs/conf.py
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Expand Up @@ -62,7 +62,7 @@
intersphinx_mapping = {
"python": ("https://docs.python.org/3", None),
"sphinx": ("https://www.sphinx-doc.org/en/master", None),
"torch": ("https://pytorch.org/docs/master/", None),
"torch": ("https://pytorch.org/docs/main/", None),
"numpy": ("https://numpy.org/doc/stable/", None),
"pandas": ("https://pandas.pydata.org/docs/", None),
}
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2 changes: 2 additions & 0 deletions docs/index.rst
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Expand Up @@ -135,6 +135,8 @@ The paper references are all listed at the bottom of this readme file.
+================+===========================================================+======+======+======+======+======+=======================+
| Neural Net | TEFN🧑‍🔧 :cite:`zhan2024tefn` | ✅ | | | | | ``2024 - arXiv`` |
+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
| Neural Net | FITS🧑‍🔧 :cite:`xu2024fits` | ✅ | | | | | ``2024 - ICLR`` |
+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
| Neural Net | TimeMixer :cite:`wang2024timemixer` | ✅ | | | | | ``2024 - ICLR`` |
+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
| Neural Net | iTransformer🧑‍🔧 :cite:`liu2024itransformer` | ✅ | | | | | ``2024 - ICLR`` |
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18 changes: 18 additions & 0 deletions docs/pypots.imputation.rst
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Expand Up @@ -19,6 +19,24 @@ pypots.imputation.transformer
:show-inheritance:
:inherited-members:

pypots.imputation.tefn
------------------------------------

.. automodule:: pypots.imputation.tefn
:members:
:undoc-members:
:show-inheritance:
:inherited-members:

pypots.imputation.fits
------------------------------------

.. automodule:: pypots.imputation.fits
:members:
:undoc-members:
:show-inheritance:
:inherited-members:

pypots.imputation.timemixer
------------------------------------

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2 changes: 1 addition & 1 deletion docs/references.bib
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Expand Up @@ -766,7 +766,7 @@ @article{bai2018tcn

@article{zhan2024tefn,
title={Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting},
author={Zhan, Tianxiang and He, Yuanpeng and Li, Zhen and Deng, Yong},
author={Zhan, Tianxiang and He, Yuanpeng and Deng, Yong and Li, Zhen and Du, Wenjie and Wen, Qingsong},
journal={arXiv preprint arXiv:2405.06419},
year={2024}
}
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