transformer变体 + 时间序列

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Pathformer：Multi-Scale Transformers With Adaptive Pathways For Time Series Forecasting

• 论文地址：https://openreview.net/forum？id=1JkOCMP2aW&noteld=oPHVNbGopY
• 代码链接：https://github.com/decisionintelligence/pathformer

Transformer：Inverted Transformers Are Effective for Time Series Forecasting

• 论文地址：https://arxiv.org/abs/2310.06625
• 论文源码：https://github.com/thuml/Time-Series-Library

SCALEFORMER：ITERATIVE MULTI-SCALE REFINING TRANSFORMERS FOR TIME SERIES FORECASTING

• 论文地址：https://arxiv.org/pdf/2206.04038.pdf
• 代码链接：https://github.com/BorealisAI/scaleformer

InParformer：Evolutionary Decomposition Transformers with Interactive Parallel Attention for Long-Term Time Series Forecasting

• 论文地址：https://ojs.aaai.org/index.php/AAAI/article/view/25845/25617

SMARTformer：Semi-Autoregressive Transformer with Efficient Integrated Window Attention for Long Time Series Forecasting

• 论文地址：https://www.ijcai.org/proceedings/2023/0241.pdf

FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

• 论文地址：https://arxiv.org/abs/2201.12740
• 代码链接：https://github.com/MAZiqing/FEDformer

ETSformer: Exponential Smoothing Transformers for Time-series Forecasting

• 论文地址：https://arxiv.org/pdf/2202.01381.pdf
• 代码链接：https://github.com/salesforce/ETSformer

Autoformer：Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting

• 论文地址：https://arxiv.org/abs/2106.13008
• 代码链接：https://github.com/thuml/Autoformer

Informer：Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

• 论文地址：https://arxiv.org/abs/2012.07436
• 代码链接：https://github.com/zhouhaoyi/Informer2020

ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling

• 论文地址：https://link.zhihu.com/?target=https%3A//neurips.cc/virtual/2023/poster/71304
• 代码链接：https://seqml.github.io/contiformer/

GCformer: An Efficient Framework for Accurate and Scalable Long-Term Multivariate Time Series Forecasting

• 论文地址：https://arxiv.org/pdf/2306.08325.pdf
• 代码链接：https://github.com/zyj-111/GCformer

Stecformer: Spatio-temporal Encoding Cascaded Transformer for Multivariate Long-term Time Series Forecasting

• 论文地址：https://arxiv.org/pdf/2305.16370.pdf

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