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NIPS 2024 part
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| :-: | :-: | :-: | :-: | :-: | - |
| Paper Nums:100+ | <img width=150/> | <img width=220/> | | | <img width=300/> |
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | SSCNN | [Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting](https://openreview.net/forum?id=54NSHO0lFe) | [Pytorch](https://github.com/JLDeng/SSCNN) <br>![Stars](https://img.shields.io/github/stars/JLDeng/SSCNN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/JLDeng/SSCNN?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | | [Are Language Models Actually Useful for Time Series Forecasting?](https://openreview.net/forum?id=54NSHO0lFe) | [Pytorch](https://github.com/BennyTMT/LLMsForTimeSeries) <br>![Stars](https://img.shields.io/github/stars/BennyTMT/LLMsForTimeSeries?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/BennyTMT/LLMsForTimeSeries?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | PGN | [PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting](https://openreview.net/forum?id=ypEamFKu2O&noteId=jpzTU4OIxe) | [Pytorch](https://github.com/Water2sea/TPGN) <br>![Stars](https://img.shields.io/github/stars/Water2sea/TPGN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Water2sea/TPGN?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | CATS | [Are Self-Attentions Effective for Time Series Forecasting?](https://openreview.net/forum?id=iN43sJoib7&noteId=VrwF0T4VGH) | [Pytorch](https://github.com/dongbeank/CATS) <br>![Stars](https://img.shields.io/github/stars/dongbeank/CATS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/dongbeank/CATS?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Attraos | [Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective](https://openreview.net/forum?id=fEYHZzN7kX) | [Pytorch](https://github.com/CityMind-Lab/NeurIPS24-Attraos) <br>![Stars](https://img.shields.io/github/stars/CityMind-Lab/NeurIPS24-Attraos?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/CityMind-Lab/NeurIPS24-Attraos?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Time-FFM | [Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting](https://openreview.net/forum?id=HS0faHRhWD) | [Pytorch](https://github.com/yuppielqx/Time-FFM) <br>![Stars](https://img.shields.io/github/stars/yuppielqx/Time-FFM?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/yuppielqx/Time-FFM?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Chimera | [Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models](https://openreview.net/forum?id=ncYGjx2vnE) | [Pytorch](https://github.com/ABehrouz/Chimera) <br>![Stars](https://img.shields.io/github/stars/ABehrouz/Chimera?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ABehrouz/Chimera?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | TimeXer | [TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables](https://openreview.net/forum?id=INAeUQ04lT) | [Pytorch](https://github.com/thuml/TimeXer) <br>![Stars](https://img.shields.io/github/stars/thuml/TimeXer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/thuml/TimeXer?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | MiTSformer| [Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment](https://openreview.net/forum?id=EMV8nIDZJn) | [Pytorch](https://github.com/chunhuiz/MiTSformer) <br>![Stars](https://img.shields.io/github/stars/chunhuiz/MiTSformer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/chunhuiz/MiTSformer?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | TTMs| [Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series](https://openreview.net/forum?id=3O5YCEWETq) | [Pytorch](https://github.com/ibm-granite/granite-tsfm) <br>![Stars](https://img.shields.io/github/stars/ibm-granite/granite-tsfm?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ibm-granite/granite-tsfm?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Sumba| [Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics](https://openreview.net/forum?id=co7DsOwcop) | [Pytorch](https://github.com/chenxiaodanhit/Sumba) <br>![Stars](https://img.shields.io/github/stars/chenxiaodanhit/Sumba?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/chenxiaodanhit/Sumba?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Peri-midFormer | [Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis](https://openreview.net/forum?id=5iUxMVJVEV) | [Pytorch](https://github.com/WuQiangXDU/Peri-midFormer) <br>![Stars](https://img.shields.io/github/stars/WuQiangXDU/Peri-midFormer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/WuQiangXDU/Peri-midFormer?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | Ada-MSHyper | [Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting](https://openreview.net/forum?id=RNbrIQ0se8) | [Pytorch](https://github.com/shangzongjiang/Ada-MSHyper) <br>![Stars](https://img.shields.io/github/stars/shangzongjiang/Ada-MSHyper?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/shangzongjiang/Ada-MSHyper?color=critical&style=social) | NIPS 2024
| Multivariable | ... | LPTM | [Large Pre-trained time series models for cross-domain Time series analysis tasks](https://openreview.net/forum?id=vMMzjCr5Zj) | [Pytorch](https://github.com/AdityaLab/LPTM) <br>![Stars](https://img.shields.io/github/stars/AdityaLab/LPTM?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/AdityaLab/LPTM?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | CCM | [From Similarity to Superiority: Channel Clustering for Time Series Forecasting](https://openreview.net/forum?id=MDgn9aazo0) | [Pytorch](https://github.com/Graph-and-Geometric-Learning/TimeSeriesCCM) <br>![Stars](https://img.shields.io/github/stars/Graph-and-Geometric-Learning/TimeSeriesCCM?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Graph-and-Geometric-Learning/TimeSeriesCCM?color=critical&style=social) | NIPS 2024
| Add News | Electricity <br> Exchange <br> Traffic <br> Bitcoin | | [From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection](https://openreview.net/forum?id=DpByqSbdhI) | [Pytorch](https://github.com/ameliawong1996/From_News_to_Forecast) <br>![Stars](https://img.shields.io/github/stars/ameliawong1996/From_News_to_Forecast?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ameliawong1996/From_News_to_Forecast?color=critical&style=social) | NIPS 2024
| Multivariable | ImageBind <br> IMU2CLIP <br> IMUGPT <br> HARGPT <br> LLaVA | UniMTS | [UniMTS: Unified Pre-training for Motion Time Series](https://openreview.net/forum?id=DpByqSbdhI) | [Pytorch](https://github.com/xiyuanzh/UniMTS) <br>![Stars](https://img.shields.io/github/stars/xiyuanzh/UniMTS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/xiyuanzh/UniMTS?color=critical&style=social) | NIPS 2024
| Attack | PEMS03 <br> PEMS04 <br> PEMS08 <br> Weather <br> ETTm1 | BackTime | [BackTime: Backdoor Attacks on Multivariate Time Series Forecasting](https://openreview.net/forum?id=y8HUXkwAOg) | [Pytorch](https://github.com/xiaolin-cs/BackTime) <br>![Stars](https://img.shields.io/github/stars/xiaolin-cs/BackTime?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/xiaolin-cs/BackTime?color=critical&style=social) | NIPS 2024
| Less data | Electricity <br> Solar <br> Traffic <br> PEMS-BAY <br> METR-LA | ChronoEpilogi | [ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions](https://openreview.net/forum?id=y8HUXkwAOg) | [Pytorch](https://github.com/ev07/ChronoEpilogi) <br>![Stars](https://img.shields.io/github/stars/ev07/ChronoEpilogi?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ev07/ChronoEpilogi?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | FAN | [Frequency Adaptive Normalization For Non-stationary Time Series Forecasting](https://openreview.net/forum?id=T0axIflVDD) | [Pytorch](https://github.com/wayne155/FAN) <br>![Stars](https://img.shields.io/github/stars/wayne155/FAN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/wayne155/FAN?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | GLAFF | [Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective](https://openreview.net/forum?id=EY2agT920S) | [Pytorch](https://github.com/ForestsKing/GLAFF) <br>![Stars](https://img.shields.io/github/stars/ForestsKing/GLAFF?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ForestsKing/GLAFF?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | FilterNet | [FilterNet: Harnessing Frequency Filters for Time Series Forecasting](https://openreview.net/forum?id=ugL2D9idAD) | [Pytorch](https://github.com/aikunyi/FilterNet) <br>![Stars](https://img.shields.io/github/stars/aikunyi/FilterNet?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/aikunyi/FilterNet?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | CycleNet | [CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns](https://openreview.net/forum?id=clBiQUgj4w) | [Pytorch](https://github.com/ACAT-SCUT/CycleNet) <br>![Stars](https://img.shields.io/github/stars/ACAT-SCUT/CycleNet?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/ACAT-SCUT/CycleNet?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | RATD | [Retrieval-Augmented Diffusion Models for Time Series Forecasting](https://openreview.net/forum?id=RVZfra6sZo) | [Pytorch](https://github.com/stanliu96/RATD) <br>![Stars](https://img.shields.io/github/stars/stanliu96/RATD?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/stanliu96/RATD?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | DDN | [DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting](https://openreview.net/forum?id=RVZfra6sZo) | [Pytorch](https://github.com/Hank0626/DDN) <br>![Stars](https://img.shields.io/github/stars/Hank0626/DDN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Hank0626/DDN?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | FBM | [Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting](https://openreview.net/forum?id=BAfKBkr8IP) | [Pytorch](https://github.com/runze1223/Fourier-Basis-Mapping) <br>![Stars](https://img.shields.io/github/stars/runze1223/Fourier-Basis-Mapping?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/runze1223/Fourier-Basis-Mapping?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | BSA | [Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting](https://openreview.net/forum?id=dxyNVEBQMp) | [Pytorch](https://github.com/DJLee1208/BSA_2024) <br>![Stars](https://img.shields.io/github/stars/DJLee1208/BSA_2024?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/DJLee1208/BSA_2024?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | DeformableTST | [DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching](https://openreview.net/forum?id=B1Iq1EOiVU) | [Pytorch](https://github.com/luodhhh/DeformableTST) <br>![Stars](https://img.shields.io/github/stars/luodhhh/DeformableTST?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/luodhhh/DeformableTST?color=critical&style=social) | NIPS 2024
| Multivariable | [TimesNet_data](https://github.com/thuml/Time-Series-Library) | SOFTS | [SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion](https://openreview.net/forum?id=89AUi5L1uA) | [Pytorch](https://github.com/Secilia-Cxy/SOFTS) <br>![Stars](https://img.shields.io/github/stars/Secilia-Cxy/SOFTS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Secilia-Cxy/SOFTS?color=critical&style=social) | NIPS 2024
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| Task | Data | Model | Paper | Code | Publication |
| :-: | :-: | :-: | :-: | :-: | - |
| Paper Nums: 6 | <img width=90/> | | | | <img width=320/> |
| TS Generation | Stock <br> Energy <br> MuJoCo | ImagenTime | [Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series](https://openreview.net/forum?id=2NfBBpbN9x) | [Pytorch](https://github.com/azencot-group/ImagenTime) <br>![Stars](https://img.shields.io/github/stars/azencot-group/ImagenTime?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/azencot-group/ImagenTime?color=critical&style=social) | NIPS 2024
| TS Generation | AR1 <br> Stock <br> Energy <br> Temperature <br> ECG | FIDE | [FIDE: Frequency-Inflated Conditional Diffusion Model for Extreme-Aware Time Series Generation](https://openreview.net/forum?id=5HQhYiGnYb) | [Pytorch](https://github.com/galib19/FIDE) <br>![Stars](https://img.shields.io/github/stars/galib19/FIDE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/galib19/FIDE?color=critical&style=social) | NIPS 2024
| TS Generation | Electricity <br> Traffic <br> Exchange <br> M4 <br> UberTLC <br> Solar <br> KDDCup <br> Wikipedia | ANT | [ANT: Adaptive Noise Schedule for Time Series Diffusion Models](https://openreview.net/forum?id=1ojAkTylz4) | [glounts](https://github.com/seunghan96/ANT) <br>![Stars](https://img.shields.io/github/stars/seunghan96/ANT?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/seunghan96/ANT?color=critical&style=social) | NIPS 2024
| TS Generation | Sines <br> Stocks <br> ETTh <br> MuJoCo <br> Energy <br> Solar <br> fMRI | SDformer | [SDformer: Similarity-driven Discrete Transformer For Time Series Generation](https://openreview.net/forum?id=ZKbplMrDzI) | [Pytorch](https://anonymous.4open.science/r/SDformer-main/README.md) | NIPS 2024
| TS Generation | Sines <br> Stocks <br> ETTh <br> MuJoCo <br> Energy <br> Solar <br> fMRI | Diffusion-TS | [Diffusion-TS: Interpretable Diffusion for General Time Series Generation](https://openreview.net/forum?id=4h1apFjO99) | [Pytorch](https://github.com/Y-debug-sys/Diffusion-TS) <br>![Stars](https://img.shields.io/github/stars/Y-debug-sys/Diffusion-TS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/Y-debug-sys/Diffusion-TS?color=critical&style=social) | ICLR 2024
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