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@@ -211,7 +211,7 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr
 | Traffic Flow  | GT-221 <br> WRS-393 <br> ZGC-564 |         STDEN     | [STDEN: Towards Physics-guided Neural Networks for Traffic Flow Prediction](https://aaai-2022.virtualchair.net/poster_aaai211) | [Pytorch](https://github.com/Echo-Ji/STDEN)   <br>![Stars](https://img.shields.io/github/stars/Echo-Ji/STDEN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Echo-Ji/STDEN?color=critical&style=social) | AAAI 2022
 | Multivariable | Electricity <br> Traffic <br> PEMS07(M) <br> METR-LA  |         CATN     | [CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting](https://aaai-2022.virtualchair.net/poster_aaai7403) | None | AAAI 2022
 | Multivariable | ETT <br> Electricity  |         TS2Vec     | [TS2Vec: Towards Universal Representation of Time Series](https://aaai-2022.virtualchair.net/poster_aaai8809) | [Pytorch](https://github.com/yuezhihan/ts2vec) <br>![Stars](https://img.shields.io/github/stars/yuezhihan/ts2vec?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/yuezhihan/ts2vec?color=critical&style=social) | AAAI 2022
-| Multivariable | ETT <br> Electricity <br>  Weather |        Triformer       | [Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version](https://doi.org/10.24963/ijcai.2022/277) |  [Future](https://github.com/razvanc92/triformer)   | IJCAI 2022
+| Multivariable | ETT <br> Electricity <br>  Weather |        Triformer       | [Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version](https://doi.org/10.24963/ijcai.2022/277) |  [Pytorch](https://github.com/razvanc92/triformer)  <br>![Stars](https://img.shields.io/github/stars/razvanc92/triformer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/razvanc92/triformer?color=critical&style=social)   | IJCAI 2022
 | Multivariable | PEMS03 <br> PEMS04 <br>  PEMS07  <br> PEMS08 |        FOGS       | [FOGS: First-Order Gradient Supervision with Learning-based Graph for Traffic Flow Forecasting](https://doi.org/10.24963/ijcai.2022/545) |  [Pytorch](https://github.com/kevin-xuan/FOGS)   <br>![Stars](https://img.shields.io/github/stars/kevin-xuan/FOGS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/kevin-xuan/FOGS?color=critical&style=social) | IJCAI 2022
 | Multivariable | PEMS04 <br> PEMS08 <br>  RPCM  |        RGSL       | [Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting](https://doi.org/10.24963/ijcai.2022/328) |  [Pytorch](https://github.com/alipay/RGSL)   <br>![Stars](https://img.shields.io/github/stars/alipay/RGSL?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/alipay/RGSL?color=critical&style=social) | IJCAI 2022
 | Multivariable | Air Quality <br> Parking  |       DMGA      | [Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention](https://doi.org/10.24963/ijcai.2022/309) |   None  | IJCAI 2022