OpenCodePapers

time-series-forecasting-on-etth1-336-2

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.0730.215SegRNN2023-08-22
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.0760.22PatchTST/642022-11-27
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.0780.220PatchMixer2023-10-01
Are Transformers Effective for Time Series Forecasting?✓ Link0.0810.226NLinear2022-05-26
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.0830.229FiLM2022-05-18
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction✓ Link0.0840.234SCINet2021-06-17
Are Transformers Effective for Time Series Forecasting?✓ Link0.0980.244DLinear2022-05-26
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.12670.2844QuerySelector2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.15410.3201Transformer2021-07-19
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting✓ Link0.1890.346Informer2020-12-14
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