docs: update the docs;

WenjieDu · Dec 20, 2023 · dc82c5e · dc82c5e
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diff --git a/README.md b/README.md
@@ -99,14 +99,15 @@ That's all. Simple and efficient. Enjoy it! 😃
 
 ## ❖ List of Available Datasets
 
-| Name                                                                             | Main Tasks                              |
-|----------------------------------------------------------------------------------|-----------------------------------------|
-| [PhysioNet Challenge 2012](dataset_profiles/physionet_2012)                      | Classification, Forecasting, Imputation |
-| [PhysioNet Challenge 2019](dataset_profiles/physionet_2019)                      | Classification, Imputation              |
-| [Beijing Multi-Site Air-Quality](dataset_profiles/beijing_multisite_air_quality) | Forecasting, Imputation                 |
-| [Electricity Load Diagrams](dataset_profiles/electricity_load_diagrams)          | Forecasting, Imputation                 |
-| [UCR & UEA Datasets](dataset_profiles/ucr_uea_datasets) (all 163 datasets)       | Classification                          |
-| [Vessel AIS](dataset_profiles/vessel_ais)                                        | Classification, Forecasting, Imputation |
+| Name                                                                                              | Main Tasks                              |
+|---------------------------------------------------------------------------------------------------|-----------------------------------------|
+| [PhysioNet Challenge 2012](dataset_profiles/physionet_2012)                                       | Forecasting, Imputation, Classification |
+| [PhysioNet Challenge 2019](dataset_profiles/physionet_2019)                                       | Forecasting, Imputation, Classification |
+| [Beijing Multi-Site Air-Quality](dataset_profiles/beijing_multisite_air_quality)                  | Forecasting, Imputation                 |
+| [Electricity Load Diagrams](dataset_profiles/electricity_load_diagrams)                           | Forecasting, Imputation                 |
+| [Electricity Transformer Temperature (ETT)](dataset_profiles/electricity_transformer_temperature) | Forecasting, Imputation                 |
+| [Vessel AIS](dataset_profiles/vessel_ais)                                                         | Forecasting, Imputation, Classification |
+| [UCR & UEA Datasets](dataset_profiles/ucr_uea_datasets) (all 163 datasets)                        | Classification                          |
 
 
 ## ❖ Citing TSDB/PyPOTS

diff --git a/docs/index.rst b/docs/index.rst
@@ -98,16 +98,17 @@ That's all. Simple and efficient. Enjoy it! 😃
 
 ❖ List of Available Datasets
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-=================================================================================================================================================================== ==========================================
- Name                                                                                                                                                               Main Tasks
-=================================================================================================================================================================== ==========================================
- `PhysioNet Challenge 2012 <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/physionet_2012>`_  :cite:`silva2012physionet`                               Classification, Forecasting, Imputation
- `PhysioNet Challenge 2019 <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/physionet_2019>`_  :cite:`reyna2019physionet`                               Classification, Imputation
- `Beijing Multi-Site Air-Quality <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/beijing_multisite_air_quality>`_  :cite:`zhang2017airquality`         Forecasting, Imputation
- `Electricity Load Diagrams <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/electricity_load_diagrams>`_  :cite:`trindade2015electricity`              Forecasting, Imputation
- `UCR & UEA Datasets <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/ucr_uea_datasets>`_ (all 163 datasets)  :cite:`bagnall2018uea` :cite:`dau2018ucr` Classification
- `Vessel AIS data <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/vessel_ais>`_  :cite:`grgicevic2023ais`                                              Imputation, Forecasting, Classification
-=================================================================================================================================================================== ==========================================
+========================================================================================================================================================================== ==========================================
+ Name                                                                                                                                                                      Main Tasks
+========================================================================================================================================================================== ==========================================
+ `PhysioNet Challenge 2012 <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/physionet_2012>`_  :cite:`silva2012physionet`                                      Forecasting, Imputation, Classification
+ `PhysioNet Challenge 2019 <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/physionet_2019>`_  :cite:`reyna2019physionet`                                      Forecasting, Imputation, Classification
+ `Beijing Multi-Site Air-Quality <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/beijing_multisite_air_quality>`_  :cite:`zhang2017airquality`                Forecasting, Imputation
+ `Electricity Load Diagrams <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/electricity_load_diagrams>`_  :cite:`trindade2015electricity`                     Forecasting, Imputation
+ `Electricity Transformer Temperature (ETT) <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/electricity_transformer_temperature>`_  :cite:`zhou2021informer`  Forecasting, Imputation
+ `Vessel AIS data <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/vessel_ais>`_  :cite:`grgicevic2023ais`                                                     Forecasting, Imputation, Classification
+ `UCR & UEA Datasets <https://github.com/WenjieDu/TSDB/tree/main/dataset_profiles/ucr_uea_datasets>`_ (all 163 datasets)  :cite:`bagnall2018uea` :cite:`dau2018ucr`        Classification
+========================================================================================================================================================================== ==========================================
 
 ❖ Citing TSDB/PyPOTS
 ^^^^^^^^^^^^^^^^^^^^^

diff --git a/docs/references.bib b/docs/references.bib
@@ -64,3 +64,14 @@ @misc{grgicevic2023ais
 doi          = {10.5281/zenodo.8064564},
 url          = {https://doi.org/10.5281/zenodo.8064564}
 }
+
+@inproceedings{zhou2021informer,
+author    = {Haoyi Zhou and Shanghang Zhang and Jieqi Peng and Shuai Zhang and Jianxin Li and Hui Xiong and Wancai Zhang},
+title     = {Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting},
+booktitle = {The Thirty-Fifth {AAAI} Conference on Artificial Intelligence, {AAAI} 2021, Virtual Conference},
+volume    = {35},
+number    = {12},
+pages     = {11106--11115},
+publisher = {{AAAI} Press},
+year      = {2021},
+}