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time-series-forecasting-on-etth2-720-2

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
Self-Supervised Contrastive Learning for Long-term Forecasting✓ Link0.1770.344AutoCon2024-02-03
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting✓ Link0.1810.338Informer2020-12-14
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.2050.365SegRNN2023-08-22
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.2170.374PatchMixer2023-10-01
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.2230.38PatchTST/642022-11-27
Are Transformers Effective for Time Series Forecasting?✓ Link0.2250.381NLinear2022-05-26
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.2410.396FiLM2022-05-18
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.25850.413QuerySelector2021-07-19
Are Transformers Effective for Time Series Forecasting?✓ Link0.2760.426DLinear2022-05-26
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.28530.434Transformer2021-07-19
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction✓ Link0.2860.429SCINet2021-06-17
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