OpenCodePapers

time-series-forecasting-on-etth2-336-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.3120.360xPatch2024-12-23
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.3170.368PatchMixer2023-10-01
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.3250.386RLinear2023-05-18
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.3250.374SegRNN2023-08-22
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.3290.384PatchTST/642022-11-27
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.35DiPE-Linear2024-11-26
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.3550.401LTBoost (drop_last=false)2024-10-21
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.3570.401TSMixer2023-06-14
Are Transformers Effective for Time Series Forecasting?✓ Link0.3570.4NLinear2022-05-26
Long-term Forecasting with TiDE: Time-series Dense Encoder✓ Link0.360.407TiDE2023-04-17
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.361PRformer2024-08-20
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction✓ Link0.3650.409SCINet2021-06-17
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.371MoLE-RLinear2023-12-11
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.3770.417FiLM2022-05-18
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.419MoLE-DLinear2023-12-11
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.4230.434TEFN2024-05-10
Are Transformers Effective for Time Series Forecasting?✓ Link0.4480.465DLinear2022-05-26
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting✓ Link1.6651.035Informer2020-12-14
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link2.31681.1859QuerySelector2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link2.66171.2189Transformer2021-07-19
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