OpenCodePapers

time-series-forecasting-on-etth1-720-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.409DiPE-Linear2024-11-26
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters✓ Link0.426SparseTSF2024-05-02
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.4340.447SegRNN2023-08-22
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.4350.449LTBoost (drop_last=false)2024-10-21
Are Transformers Effective for Time Series Forecasting?✓ Link0.440.453NLinear2022-05-26
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.4420.459xPatch2024-12-23
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.4420.456RLinear2023-05-18
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.4440.467TSMixer2023-06-14
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.4450.463PatchMixer2023-10-01
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.4470.468PatchTST/642022-11-27
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.449MoLE-RLinear2023-12-11
Long-term Forecasting with TiDE: Time-series Dense Encoder✓ Link0.4540.465TiDE2023-04-17
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.4650.472FiLM2022-05-18
Are Transformers Effective for Time Series Forecasting?✓ Link0.4720.49DLinear2022-05-26
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.4750.464TEFN2024-05-10
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.489PRformer2024-08-20
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.505MoLE-DLinear2023-12-11
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction✓ Link0.5440.527SCINet2021-06-17
[]()0.59230.5373GLinear
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting✓ Link0.9410.768Informer2020-12-14
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link1.1080.8399Transformer2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link1.1150.8428QuerySelector2021-07-19
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