diff --git a/README.md b/README.md
index 95e74695..4bf1684a 100644
--- a/README.md
+++ b/README.md
@@ -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`   |
@@ -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*
diff --git a/README_zh.md b/README_zh.md
index d3f760cc..4d55e68d 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -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`   |
@@ -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*
diff --git a/docs/index.rst b/docs/index.rst
index c0204b42..113fbb65 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -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``       |
diff --git a/docs/pypots.imputation.rst b/docs/pypots.imputation.rst
index 8af2d63f..b7a94b03 100644
--- a/docs/pypots.imputation.rst
+++ b/docs/pypots.imputation.rst
@@ -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
 ------------------------------------