OpenCodePapers

time-series-forecasting-on-etth1-192-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.3730.394PatchMixer2023-10-01
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.3760.395xPatch2024-12-23
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting✓ Link0.3790.398SCNN2023-05-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.3850.402SegRNN2023-08-22
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.3960.406LTBoost (drop_last=false)2024-10-21
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.397PRformer2024-08-20
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.3990.418TSMixer2023-06-14
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.403MoLE-RLinear2023-12-11
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.4040.412RLinear2023-05-18
Are Transformers Effective for Time Series Forecasting?✓ Link0.4050.416DLinear2022-05-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.407DiPE-Linear2024-11-26
Are Transformers Effective for Time Series Forecasting?✓ Link0.4080.415NLinear2022-05-26
Long-term Forecasting with TiDE: Time-series Dense Encoder✓ Link0.4120.422TiDE2023-04-17
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.4130.429PatchTST/642022-11-27
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.4140.423FiLM2022-05-18
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.4330.419TEFN2024-05-10
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.453MoLE-DLinear2023-12-11
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