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IJCAI 2024 finished
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# Time-Series Works and Conferences

# Backlog (To do): ICML 2024, IJCAI 2024 ...
# Backlog (To do): ICML 2024, KDD 2025, ...

**Visit our [GitHub Page](https://lixus7.github.io/Time-Series-Works-Conferences/) for a better view.**

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| Multivariable | Self-PeMS | DLF | [Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective](https://ojs.aaai.org/index.php/AAAI/article/view/28759) | [Pytorch](https://github.com/wangbinwu13116175205/DLF) <br>![Stars](https://img.shields.io/github/stars/wangbinwu13116175205/DLF?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/wangbinwu13116175205/DLF?color=critical&style=social) | AAAI 2024
| Multivariable |ETT <br> Weather <br> ILI <br> Exchange | HTV-Trans | [Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/29483) | [Pytorch](https://github.com/flare200020/HTV_Trans) <br>![Stars](https://img.shields.io/github/stars/flare200020/HTV_Trans?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/flare200020/HTV_Trans?color=critical&style=social) | AAAI 2024
| Multivariable |A-share <br> Cross-Market <br> ETT | ST-DAN| [Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction](https://ojs.aaai.org/index.php/AAAI/article/view/29661) | [Pytorch](https://github.com/Zhu-JP/AMPIF) <br>![Stars](https://img.shields.io/github/stars/Zhu-JP/AMPIF?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Zhu-JP/AMPIF?color=critical&style=social) | AAAI 2024
| Irregular |USHCN <br> MIMIC-III <br> MIMIC-IV <br> Physionet-12 | GraFITi | [GraFITi: Graphs for Forecasting Irregularly Sampled Time Series](https://ojs.aaai.org/index.php/AAAI/article/view/29560) | [Pytorch](https://github.com/yalavarthivk/GraFITi) <br>![Stars](https://img.shields.io/github/stars/yalavarthivk/GraFITi?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/yalavarthivk/GraFITi?color=critical&style=social) | AAAI 2024
| Six | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | CTRL | [An NCDE-based Framework for Universal Representation Learning of Time Series](https://www.ijcai.org/proceedings/2024/511) | [Pytorch](https://github.com/LiuZH-19/CTRL) <br>![Stars](https://img.shields.io/github/stars/LiuZH-19/CTRL?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/LiuZH-19/CTRL?color=critical&style=social) | IJCAI 2024
| Traffic | PEMS3478 | STD-MAE | [Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting](https://www.ijcai.org/proceedings/2024/442) | [Pytorch](https://github.com/Jimmy-7664/STD-MAE) <br>![Stars](https://img.shields.io/github/stars/Jimmy-7664/STD-MAE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Jimmy-7664/STD-MAE?color=critical&style=social) | IJCAI 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | DERITS | [Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting](https://www.ijcai.org/proceedings/2024/436) | None | IJCAI 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Skip-Timeformer | [Skip-Timeformer: Skip-Time Interaction Transformer for Long Sequence Time-Series Forecasting](https://www.ijcai.org/proceedings/2024/608) | None | IJCAI 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | VCformer | [VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting](https://www.ijcai.org/proceedings/2024/590) | [Pytorch](https://github.com/CSyyn/VCformer) <br>![Stars](https://img.shields.io/github/stars/CSyyn/VCformer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/CSyyn/VCformer?color=critical&style=social) | IJCAI 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | LeRet | [LeRet: Language-Empowered Retentive Network for Time Series Forecasting](https://www.ijcai.org/proceedings/2024/460) | [Pytorch](https://github.com/hqh0728/LeRet) <br>![Stars](https://img.shields.io/github/stars/hqh0728/LeRet?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/hqh0728/LeRet?color=critical&style=social) | IJCAI 2024
| Missing Variate | METR-LA <br> Solar <br> Traffic <br> ECG5000 | SDformer | [SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting](https://www.ijcai.org/proceedings/2024/228) | None | IJCAI 2024
| Traffic | METR-LA <br> PEMS-BAY <br> PEMSD7M | DCST | [Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction](https://www.ijcai.org/proceedings/2024/288) | [Pytorch](https://github.com/ibizatomorrow/DCST) <br>![Stars](https://img.shields.io/github/stars/ibizatomorrow/DCST?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ibizatomorrow/DCST?color=critical&style=social) | IJCAI 2024
| Traffic | METR-LA <br> PEMS-BAY | ST-nFBST | [Full Bayesian Significance Testing for Neural Networks in Traffic Forecasting](https://www.ijcai.org/proceedings/2024/245) | [Pytorch](https://github.com/liuzh-buaa/ST-nFBST) <br>![Stars](https://img.shields.io/github/stars/liuzh-buaa/ST-nFBST?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/liuzh-buaa/ST-nFBST?color=critical&style=social) | IJCAI 2024
| multi-source <br> SSL | BikeIn <br> BikeOut <br> TaxiIn <br> TaxiOut <br> Air | MoSSL | [Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning](https://www.ijcai.org/proceedings/2024/223) | [Pytorch](https://github.com/beginner-sketch/MoSSL) <br>![Stars](https://img.shields.io/github/stars/beginner-sketch/MoSSL?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/beginner-sketch/MoSSL?color=critical&style=social) | IJCAI 2024
| Traffic <br> CrossCity | METR-LA <br> PEMS-BAY <br> DiDiCD <br> DiDiSZ | pFedCTP | [Personalized Federated Learning for Cross-City Traffic Prediction](https://www.ijcai.org/proceedings/2024/611) | [Pytorch](https://github.com/ZYuSdu/pFedCTP) <br>![Stars](https://img.shields.io/github/stars/ZYuSdu/pFedCTP?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ZYuSdu/pFedCTP?color=critical&style=social) | IJCAI 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | SDformer | [SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting](https://www.ijcai.org/proceedings/2024/629) | [Pytorch](https://github.com/zhouziyu02/SDformer) <br>![Stars](https://img.shields.io/github/stars/zhouziyu02/SDformer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/zhouziyu02/SDformer?color=critical&style=social) | IJCAI 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | SpecAR-Net | [SpecAR-Net: Spectrogram Analysis and Representation Network for Time Series](https://www.ijcai.org/proceedings/2024/433) | [Pytorch](https://github.com/Dongyi2go/SpecAR_Net) <br>![Stars](https://img.shields.io/github/stars/Dongyi2go/SpecAR_Net?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Dongyi2go/SpecAR_Net?color=critical&style=social) | IJCAI 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | SCAT | [SCAT: A Time Series Forecasting with Spectral Central Alternating Transformers](https://www.ijcai.org/proceedings/2024/622) | None | IJCAI 2024
| Traffic | Traffic <br> ECG <br> COVID-19 <br> Wiki <br> Solar | DIAN | [Decoupled Invariant Attention Network for Multivariate Time-series Forecasting](https://www.ijcai.org/proceedings/2024/275) | [Pytorch](https://github.com/xhh39/DIAN) <br>![Stars](https://img.shields.io/github/stars/xhh39/DIAN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/xhh39/DIAN?color=critical&style=social) | IJCAI 2024
| Traffic | Wave <br> Wind <br> Air | EPL | [Self-adaptive Extreme Penalized Loss for Imbalanced Time Series Prediction](https://www.ijcai.org/proceedings/2024/568) | [Pytorch](https://github.com/Ldiper/EPL) <br>![Stars](https://img.shields.io/github/stars/Ldiper/EPL?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Ldiper/EPL?color=critical&style=social) | IJCAI 2024
| Multivariable | ETT <br> Electricity <br> Traffic <br> Weather <br> Exchange | U-Mixer | [U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/29337) | None | AAAI 2024
| Irregular |USHCN <br> MIMIC-III <br> MIMIC-IV <br> Physionet-12 | GraFITi | [GraFITi: Graphs for Forecasting Irregularly Sampled Time Series](https://ojs.aaai.org/index.php/AAAI/article/view/29560) | [Pytorch](https://github.com/yalavarthivk/GraFITi) <br>![Stars](https://img.shields.io/github/stars/yalavarthivk/GraFITi?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/yalavarthivk/GraFITi?color=critical&style=social) | AAAI 2024
| Traffic <br> Flow | PEMS03 <br> PEMS04 <br> PEMS07 <br> PEMS08 | MultiSPANS | [MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization](https://dl.acm.org/doi/10.1145/3616855.3635820) | [Pytorch](https://github.com/SELGroup/MultiSPANS) <br>![Stars](https://img.shields.io/github/stars/SELGroup/MultiSPANS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/SELGroup/MultiSPANS?color=critical&style=social) | WSDM 2024
| Multivariable | SIP <br> NYC <br> METR-LA | CreST | [CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting](https://dl.acm.org/doi/10.1145/3616855.3635759) | None | WSDM 2024
| Multivariable | Web Traffic <br> Labour <br> Traffic <br> Tourism | HTS | [NeuralReconciler for Hierarchical Time Series Forecasting](https://dl.acm.org/doi/10.1145/3616855.3635806) | None | WSDM 2024
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