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}
}