NIPS 2024 part

lixus7 · Dec 10, 2024 · 8275646 · 8275646
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@@ -98,6 +98,21 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr
 |  Task  |    Data |   Model  | Paper   |    Code    |   Publication    |
 | :-: | :-: | :-: | :-: | :-: | - |
 | 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)   |    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 |  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
+| 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)  |    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)   |    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
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |     | [Scaling Law for Time Series Forecasting](https://openreview.net/forum?id=Cr2jEHJB9q) | [Pytorch](https://github.com/JingzheShi/ScalingLawForTimeSeriesForecasting)  <br>![Stars](https://img.shields.io/github/stars/JingzheShi/ScalingLawForTimeSeriesForecasting?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/JingzheShi/ScalingLawForTimeSeriesForecasting?color=critical&style=social)  | NIPS 2024
+| Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    AutoTimes | [AutoTimes: Autoregressive Time Series Forecasters via Large Language Models](https://openreview.net/forum?id=HS0faHRhWD) | [Pytorch](https://github.com/thuml/AutoTimes)  <br>![Stars](https://img.shields.io/github/stars/thuml/AutoTimes?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/thuml/AutoTimes?color=critical&style=social)  | NIPS 2024
+| Multi Task |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    UniTS | [UniTS: A Unified Multi-Task Time Series Model](https://openreview.net/forum?id=nBOdYBptWW) | [Pytorch](https://github.com/mims-harvard/UniTS)  <br>![Stars](https://img.shields.io/github/stars/mims-harvard/UniTS?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/mims-harvard/UniTS?color=critical&style=social)  | NIPS 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    SparseTSF | [SparseTSF: Modeling Long-term Time Series Forecasting with *1k* Parameters](https://openreview.net/forum?id=54NSHO0lFe) | [Pytorch](https://github.com/lss-1138/SparseTSF)  <br>![Stars](https://img.shields.io/github/stars/lss-1138/SparseTSF?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/lss-1138/SparseTSF?color=critical&style=social)  | ICML 2024
 | Multivariable |  Electricity  <br> PEMSD7M <br> BikeNYC <br> [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    SCNN | [Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting](https://ieeexplore.ieee.org/document/10457027) | [Pytorch](https://github.com/JLDeng/SCNN)  <br>![Stars](https://img.shields.io/github/stars/JLDeng/SCNN?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/JLDeng/SCNN?color=critical&style=social)  | TKDE 2024
 | Multivariable |  [TimesNet_data](https://github.com/thuml/Time-Series-Library)   |    iTransformer | [iTransformer: Inverted Transformers Are Effective for Time Series Forecasting](https://openreview.net/forum?id=JePfAI8fah) | [Pytorch](https://github.com/thuml/iTransformer)  <br>![Stars](https://img.shields.io/github/stars/thuml/iTransformer?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/thuml/iTransformer?color=critical&style=social)  | ICLR 2024
@@ -672,6 +687,8 @@ To reduce repetition, some data are in abbreviated form. Some terms may not repr
 |  Task  |    Data |   Model  | Paper   |    Code    |   Publication    |
 | :-: | :-: | :-: | :-: | :-: | - |
 | Paper Nums: 6  | <img width=90/> |      |     |     |  <img width=320/> |
+| 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
 | TS Generation | FRED-MD <br> NN5 Daily <br> Temp Rain <br> Solar Weekly |   LS4        | [Deep Latent State Space Models for Time-Series Generation](https://proceedings.mlr.press/v202/zhou23i.html) | [Pytorch](https://github.com/thuwuyinjun/DGM2) <br>![Stars](https://img.shields.io/github/stars/thuwuyinjun/DGM2?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/thuwuyinjun/DGM2?color=critical&style=social) | ICML 2023
 | TS Generation  | He ́non maps <br> Lorenz  <br> fMRI  <br>  EEG|        CR-VAE    | [Causal Recurrent Variational Autoencoder for Medical Time Series Generation](https://ojs.aaai.org/index.php/AAAI/article/view/26031) | [Pytorch](https://github.com/hongmingli1995/CR-VAE) <br>![Stars](https://img.shields.io/github/stars/hongmingli1995/CR-VAE?color=critical&style=social) <br>![Forks](https://img.shields.io/github/forks/hongmingli1995/CR-VAE?color=critical&style=social)     | AAAI 2023