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lixus7 authored Dec 6, 2024
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Expand Up @@ -118,6 +118,15 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr
| Multivariable | ETT <br> Weather <br> Electricity <br> Traffic | FITS | [FITS: Modeling Time Series with 10k Parameters](https://openreview.net/forum?id=bWcnvZ3qMb) | [Pytorch](https://github.com/VEWOXIC/FITS) <br>![Stars](https://img.shields.io/github/stars/VEWOXIC/FITS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/VEWOXIC/FITS?color=critical&style=social) | ICLR 2024
| Multivariable | ETT <br> Electricity <br> Weather <br> Lora | AutoTCL | [Parametric Augmentation for Time Series Contrastive Learnin](https://openreview.net/forum?id=EIPLdFy3vp) | [Pytorch](https://github.com/AslanDing/AutoTCL) <br>![Stars](https://img.shields.io/github/stars/AslanDing/AutoTCL?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/AslanDing/AutoTCL?color=critical&style=social) | ICLR 2024
| Multivariable | ETT <br> Exchange <br> ILI | GLIP | [Interpretable Sparse System Identification: Beyond Recent Deep Learning Techniques on Time-Series Prediction](https://openreview.net/forum?id=aFWUY3E7ws) | [Pytorch](https://openreview.net/attachment?id=aFWUY3E7ws&name=supplementary_material) | ICLR 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Fredformer | [Fredformer: Frequency Debiased Transformer for Time Series Forecasting](https://dl.acm.org/doi/abs/10.1145/3637528.3671855) | [Pytorch](https://github.com/chenzRG/Fredformer) <br>![Stars](https://img.shields.io/github/stars/chenzRG/Fredformer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/chenzRG/Fredformer?color=critical&style=social) | KDD 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | GPTH | [Generative Pretrained Hierarchical Transformer for Time Series Forecasting](https://dl.acm.org/doi/abs/10.1145/3637528.3671855) | [Pytorch](https://github.com/icantnamemyself/GPHT) <br>![Stars](https://img.shields.io/github/stars/icantnamemyself/GPHT?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/icantnamemyself/GPHT?color=critical&style=social) | KDD 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | FRNet | [FRNet: Frequency-based Rotation Network for Long-term Time Series Forecasting](https://dl.acm.org/doi/abs/10.1145/3637528.3671713) | [Pytorch](https://github.com/SiriZhang45/FRNet) <br>![Stars](https://img.shields.io/github/stars/SiriZhang45/FRNet?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/SiriZhang45/FRNet?color=critical&style=social) | KDD 2024
| Missing MTS | METR-LA <br> PEMS-BAY <br> PEMS04 <br> PEMS08 <br> China AQI | GinAR | [GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing](https://dl.acm.org/doi/abs/10.1145/3637528.3672055) | [Pytorch](https://github.com/GestaltCogTeam/GinAR) <br>![Stars](https://img.shields.io/github/stars/GestaltCogTeam/GinAR?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/GestaltCogTeam/GinAR?color=critical&style=social) | KDD 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | CDS | [Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift](https://dl.acm.org/doi/abs/10.1145/3637528.3671926) | [Pytorch](https://github.com/HALF111/calibration_CDS) <br>![Stars](https://img.shields.io/github/stars/HALF111/calibration_CDS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/HALF111/calibration_CDS?color=critical&style=social) | KDD 2024
| Multivariable | Stock <br> Exchange <br> Weather | CONTIME | [Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization](https://dl.acm.org/doi/abs/10.1145/3637528.3671969) | [Pytorch](https://github.com/sheoyon-jhin/CONTIME) <br>![Stars](https://img.shields.io/github/stars/sheoyon-jhin/CONTIME?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/sheoyon-jhin/CONTIME?color=critical&style=social) | KDD 2024
| Large Scale | Large-ST | RPMixer | [RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data](https://dl.acm.org/doi/abs/10.1145/3637528.3671881) | [Pytorch](https://sites.google.com/view/rpmixer) | KDD 2024
| Demand Supply <br> Prediction | Shanghai <br> Zhengzhou | MulSTE | [MulSTE: A Multi-view Spatio-temporal Learning Framework with Heterogeneous Event Fusion for Demand-supply Prediction](https://dl.acm.org/doi/abs/10.1145/3637528.3672030) | [Pytorch](https://github.com/mulste-kdd2024/MulSTE) <br>![Stars](https://img.shields.io/github/stars/mulste-kdd2024/MulSTE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/mulste-kdd2024/MulSTE?color=critical&style=social) | KDD 2024
| Multivariable | 108s | AutoXPCR | [AutoXPCR: Automated Multi-Objective Model Selection for Time Series Forecasting](https://dl.acm.org/doi/abs/10.1145/3637528.3672057) | [TF](https://github.com/raphischer/xpcr) <br>![Stars](https://img.shields.io/github/stars/raphischer/xpcr?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/raphischer/xpcr?color=critical&style=social) | KDD 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | UniTime | [UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting](https://dl.acm.org/doi/abs/10.1145/3589334.3645434) | [Pytorch](https://github.com/liuxu77/UniTime) <br>![Stars](https://img.shields.io/github/stars/liuxu77/UniTime?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/liuxu77/UniTime?color=critical&style=social) | WWW 2024
| Multivariable | Ross <br> Saratoga <br> UpperPen <br> SFC | DAN | [Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/27768) | [Pytorch](https://github.com/davidanastasiu/dan) <br>![Stars](https://img.shields.io/github/stars/davidanastasiu/dan?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/davidanastasiu/dan?color=critical&style=social) | AAAI 2024
| Multivariable | ILI <br> Weather <br> Traffic <br> Electricity <br> ETT <br> Exchange | HDMixer | [HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/29155) | [Pytorch](https://github.com/hqh0728/HDMixer) <br>![Stars](https://img.shields.io/github/stars/hqh0728/HDMixer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/hqh0728/HDMixer?color=critical&style=social) | AAAI 2024
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