Update docs (#487)

WenjieDu · Aug 11, 2024 · 05bed2e · 05bed2e
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diff --git a/docs/milestones.rst b/docs/milestones.rst
@@ -49,3 +49,4 @@ Project Milestones
 - 2023-12: PyPOTS achieves its first 500 stars 🌟;
 - 2024-02: PyPOTS Research releases its imputation survey paper `Deep Learning for Multivariate Time Series Imputation: A Survey <https://arxiv.org/abs/2402.04059>`_;
 - 2024-06: PyPOTS Research releases the 1st comprehensive time-series imputation benchmark paper `TSI-Bench: Benchmarking Time Series Imputation <https://arxiv.org/abs/2406.12747>`_;
+- 2024-08: PyPOTS Research presents the keynote "Learning from Partially Observed Time Series: Towards Reality-Centric AI4TS" `IJCAI'24 AI4TS workshop <https://arxiv.org/abs/2406.12747>`_;
diff --git a/docs/pypots.data.rst b/docs/pypots.data.rst
@@ -28,14 +28,6 @@ pypots.data.generating
    :show-inheritance:
    :inherited-members:
 
-pypots.data.load\_preprocessing
---------------------------------------
-
-.. automodule:: pypots.data.load_preprocessing
-   :members:
-   :undoc-members:
-   :show-inheritance:
-   :inherited-members:
 
 pypots.data.load\_specific\_datasets
 -------------------------------------------

diff --git a/docs/references.bib b/docs/references.bib
@@ -746,7 +746,7 @@ @inproceedings{xu2024fits
 url={https://openreview.net/forum?id=bWcnvZ3qMb}
 }
 
-@article{nie2024imputeformer,
+@inproceedings{nie2024imputeformer,
 title={ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation},
 author={Nie, Tong and Qin, Guoyang and Ma, Wei and Mei, Yuewen and Sun, Jian},
 booktitle = {Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
@@ -762,4 +762,4 @@ @article{bai2018tcn
 author={Bai, Shaojie and Kolter, J Zico and Koltun, Vladlen},
 journal={arXiv preprint arXiv:1803.01271},
 year={2018}
-}
+}