diff --git a/README.md b/README.md index 0556fb10..47ee47fa 100644 --- a/README.md +++ b/README.md @@ -121,6 +121,7 @@ The paper references and links are all listed at the bottom of this file. |:--------------|:---------------------------------------------------------------------------------------------------------------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:-------------------| | LLM | Time-Series.AI [^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` | @@ -501,7 +502,10 @@ Time-Series.AI [^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) \ No newline at end of file +[^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*. diff --git a/README_zh.md b/README_zh.md index ef47a408..55978e01 100644 --- a/README_zh.md +++ b/README_zh.md @@ -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 | Time-Series.AI [^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` | @@ -474,7 +475,10 @@ Time-Series.AI [^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) \ No newline at end of file +[^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*. diff --git a/docs/conf.py b/docs/conf.py index 5b8e3822..f21afad7 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -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), } diff --git a/docs/index.rst b/docs/index.rst index 1d1fe36f..4aaeb762 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -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`` | diff --git a/docs/pypots.imputation.rst b/docs/pypots.imputation.rst index b7a94b03..a7b47b07 100644 --- a/docs/pypots.imputation.rst +++ b/docs/pypots.imputation.rst @@ -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 ------------------------------------ diff --git a/docs/references.bib b/docs/references.bib index 171d63c5..ce0014ea 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -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} }