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chore: 🤖 update readme&requirements for STDN #253

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zezhishao merged 1 commit into from
Jul 16, 2025
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chore: 🤖 update readme&requirements for STDN #253

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1 change: 1 addition & 0 deletions README.md
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Expand Up @@ -123,6 +123,7 @@ MOIRAI (inference) | Unified Training of Universal Time Series Forecasting Trans

| 📊Baseline | 📝Title | 📄Paper | 💻Code | 🏛Venue | 🎯Task |
| :--------- | :------------------------------------------------------------------------------------------------------------------- | :--------------------------------------------------- | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :---------- | :----- |
| STDN | Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting | [Link](https://ojs.aaai.org/index.php/AAAI/article/view/33247) | [Link](https://github.com/roarer008/STDN) | AAAI'25 | STF |
| STPGNN | Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting | [Link](https://ojs.aaai.org/index.php/AAAI/article/view/28707) | [Link](https://github.com/Kongwy5689/STPGNN?tab=readme-ov-file) | AAAI'24 | STF |
| BigST | Linear Complexity Spatio-Temporal Graph Neural Network for Traffic Forecasting on Large-Scale Road Networks | [Link](https://dl.acm.org/doi/10.14778/3641204.3641217) | [Link](https://github.com/usail-hkust/BigST?tab=readme-ov-file) | VLDB'24 | STF |
| STDMAE | Spatio-Temporal-Decoupled Masked Pre-training for Traffic Forecasting | [Link](https://arxiv.org/abs/2312.00516) | [Link](https://github.com/Jimmy-7664/STD-MAE) | IJCAI'24 | STF |
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1 change: 1 addition & 0 deletions README_CN.md
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Expand Up @@ -125,6 +125,7 @@ MOIRAI (inference) | Unified Training of Universal Time Series Forecasting Trans

| 📊Baseline | 📝Title | 📄Paper | 💻Code | 🏛Venue | 🎯Task |
| :--------- | :------------------------------------------------------------------------------------------------------------------- | :--------------------------------------------------- | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :---------- | :----- |
| STDN | Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting | [Link](https://ojs.aaai.org/index.php/AAAI/article/view/33247) | [Link](https://github.com/roarer008/STDN) | AAAI'25 | STF |
| STPGNN | Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting | [Link](https://ojs.aaai.org/index.php/AAAI/article/view/28707) | [Link](https://github.com/Kongwy5689/STPGNN?tab=readme-ov-file) | AAAI'24 | STF |
| BigST | Linear Complexity Spatio-Temporal Graph Neural Network for Traffic Forecasting on Large-Scale Road Networks | [Link](https://dl.acm.org/doi/10.14778/3641204.3641217) | [Link](https://github.com/usail-hkust/BigST?tab=readme-ov-file) | VLDB'24 | STF |
| STDMAE | Spatio-Temporal-Decoupled Masked Pre-training for Traffic Forecasting | [Link](https://arxiv.org/abs/2312.00516) | [Link](https://github.com/Jimmy-7664/STD-MAE) | IJCAI'24 | STF |
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2 changes: 2 additions & 0 deletions baselines/STDN/requirements.txt
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torch_geometric
fastdtw