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Add ModernTCN docs #503

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Sep 4, 2024
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Add ModernTCN docs #503

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e9b9b03
docs: update README_zh;
WenjieDu Jun 26, 2024
a385c56
docs: update docs;
WenjieDu Jul 1, 2024
f2c73a5
Merge branch 'dev' into (docs)update
WenjieDu Jul 24, 2024
7a15e04
docs: update the docs;
WenjieDu Jul 24, 2024
a8631ee
docs: update docs;
WenjieDu Jul 25, 2024
04008dc
docs: update the install page;
WenjieDu Jul 26, 2024
4c143c5
docs: add lib logos;
WenjieDu Jul 28, 2024
2acf54d
docs: update docs;
WenjieDu Aug 11, 2024
0ad8c52
Merge branch 'dev' into (docs)update
WenjieDu Aug 11, 2024
0bb727b
fix: try to upgrade doc building env;
WenjieDu Aug 11, 2024
f792204
docs: update docs;
WenjieDu Aug 13, 2024
3570ad7
docs: update milestones;
WenjieDu Aug 13, 2024
94280be
docs: update docs;
WenjieDu Aug 14, 2024
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no message
WenjieDu Aug 14, 2024
2d089d3
docs: update docs;
WenjieDu Aug 14, 2024
7b8b55a
docs: update readme files;
WenjieDu Aug 19, 2024
d06187d
docs: update readme files;
WenjieDu Aug 29, 2024
bcec72a
Merge branch 'main' into (docs)update
WenjieDu Aug 29, 2024
e1f3376
docs: update docs;
WenjieDu Sep 3, 2024
942cdb2
docs: add the icon for Jetbrains IDEA;
WenjieDu Sep 3, 2024
c96294a
docs: add TimeMixer docs;
WenjieDu Sep 3, 2024
e8e127c
docs: add TimeMixer into README;
WenjieDu Sep 3, 2024
57d9789
Merge branch 'dev' into (docs)update
WenjieDu Sep 3, 2024
6f6714f
test: make the TimeMixer smaller for a faster test;
WenjieDu Sep 3, 2024
518d9d3
docs: add ModernTCN docs;
WenjieDu Sep 4, 2024
9248576
Merge branch 'dev' into (docs)update
WenjieDu Sep 4, 2024
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2 changes: 2 additions & 0 deletions README.md
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Expand Up @@ -118,6 +118,7 @@ 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 | TimeMixer[^37] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | ModernTCN[^38] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` |
| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` |
| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` |
Expand Down Expand Up @@ -397,3 +398,4 @@ PyPOTS community is open, transparent, and surely friendly. Let's work together
Hard to perform multitask learning with your time series? Not problems no longer. We'll open application for public beta test recently ;-) Follow us, and stay tuned!
<a href="https://time-series.ai"><img src="https://time-series.ai/static/figs/robot.svg" width="20px" align="center"> Time-Series.AI</a>
[^37]: Wang, S., Wu, H., Shi, X., Hu, T., Luo, H., Ma, L., ... & ZHOU, J. (2024). [TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting](https://openreview.net/forum?id=7oLshfEIC2). *ICLR 2024*
[^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*
4 changes: 3 additions & 1 deletion README_zh.md
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Expand Up @@ -104,6 +104,7 @@ PyPOTS当前支持多变量POTS数据的插补，预测，分类，聚类以及
| 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 | TimeMixer[^37] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | ModernTCN[^38] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` |
| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` |
| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` |
Expand Down Expand Up @@ -365,4 +366,5 @@ PyPOTS社区是一个开放、透明、友好的社区，让我们共同努力
[^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*.
[^36]: Gungnir项目，世界上第一个时间序列多任务大模型，将很快与大家见面。🚀 数据集存在缺少值且样本长短不一？多任务建模场景困难？都不再是问题，让我们的大模型来帮你解决。我们将在近期开放公测申请 ;-) 关注我们，敬请期待!
<a href="https://time-series.ai"><img src="https://time-series.ai/static/figs/robot.svg" width="20px" align="center"> Time-Series.AI</a>
[^37]: Wang, S., Wu, H., Shi, X., Hu, T., Luo, H., Ma, L., ... & ZHOU, J. (2024). [TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting](https://openreview.net/forum?id=7oLshfEIC2). *ICLR 2024*
[^37]: Wang, S., Wu, H., Shi, X., Hu, T., Luo, H., Ma, L., ... & ZHOU, J. (2024). [TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting](https://openreview.net/forum?id=7oLshfEIC2). *ICLR 2024*
[^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*
2 changes: 2 additions & 0 deletions docs/index.rst
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Expand Up @@ -137,6 +137,8 @@ The paper references are all listed at the bottom of this readme file.
+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
| Neural Net | iTransformer🧑‍🔧 :cite:`liu2024itransformer` | ✅ | | | | | ``2024 - ICLR`` |
+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
| Neural Net | ModernTCN :cite:`luo2024moderntcn` | ✅ | | | | | ``2024 - ICLR`` |
+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
| Neural Net | ImputeFormer :cite:`nie2024imputeformer` | ✅ | | | | | ``2024 - KDD`` |
+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
| Neural Net | SAITS :cite:`du2023SAITS` | ✅ | | | | | ``2023 - ESWA`` |
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9 changes: 9 additions & 0 deletions docs/pypots.imputation.rst
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Expand Up @@ -28,6 +28,15 @@ pypots.imputation.timemixer
:show-inheritance:
:inherited-members:

pypots.imputation.moderntcn
------------------------------------

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

pypots.imputation.imputeformer
------------------------------------

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