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time-series-forecasting-on-etth2-720-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.3720.421RLinear2023-05-18
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.375DiPE-Linear2024-11-26
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.3790.422PatchTST/642022-11-27
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.3840.418xPatch2024-12-23
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.3930.426PatchMixer2023-10-01
Are Transformers Effective for Time Series Forecasting?✓ Link0.3940.436NLinear2022-05-26
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.3940.424SegRNN2023-08-22
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.3950.436TSMixer2023-06-14
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.396PRformer2024-08-20
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.4070.439LTBoost (drop_last=false)2024-10-21
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.409MoLE-RLinear2023-12-11
Long-term Forecasting with TiDE: Time-series Dense Encoder✓ Link0.4190.451TiDE2023-04-17
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.4340.446TEFN2024-05-10
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.4390.456FiLM2022-05-18
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction✓ Link0.4750.488SCINet2021-06-17
Are Transformers Effective for Time Series Forecasting?✓ Link0.6050.551DLinear2022-05-26
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.605MoLE-DLinear2023-12-11
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting✓ Link2.341.209Informer2020-12-14
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link3.06641.3084QuerySelector2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link3.18051.3668Transformer2021-07-19
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