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SotA/Time Series/Time Series Analysis/ETTh1 (720) Multivariate

Time Series Analysis on ETTh1 (720) Multivariate

Metric: MAE (lower is better)

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#Model↕MAE▲Extra DataPaperDate↕Code
1SegRNN0.447NoSegRNN: Segment Recurrent Neural Network for Lon...2023-08-22Code
2LTBoost (drop_last=false)0.449No--Code
3NLinear0.453NoAre Transformers Effective for Time Series Forec...2022-05-26Code
4RLinear0.456NoRevisiting Long-term Time Series Forecasting: An...2023-05-18Code
5xPatch0.459NoxPatch: Dual-Stream Time Series Forecasting with...2024-12-23Code
6PatchMixer0.463NoPatchMixer: A Patch-Mixing Architecture for Long...2023-10-01Code
7TEFN0.464NoTime Evidence Fusion Network: Multi-source View ...2024-05-10Code
8TiDE0.465NoLong-term Forecasting with TiDE: Time-series Den...2023-04-17Code
9TSMixer0.467NoTSMixer: Lightweight MLP-Mixer Model for Multiva...2023-06-14Code
10PatchTST/640.468NoA Time Series is Worth 64 Words: Long-term Forec...2022-11-27Code
11FiLM0.472NoFiLM: Frequency improved Legendre Memory Model f...2022-05-18Code
12DLinear0.49NoAre Transformers Effective for Time Series Forec...2022-05-26Code
13SCINet0.527NoSCINet: Time Series Modeling and Forecasting wit...2021-06-17Code
14GLinear0.5373No---
15Informer0.768NoInformer: Beyond Efficient Transformer for Long ...2020-12-14Code
16Transformer0.8399NoLong-term series forecasting with Query Selector...2021-07-19Code
17QuerySelector0.8428NoLong-term series forecasting with Query Selector...2021-07-19Code