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Datasets › ETT

ETT (Electricity Transformer Temperature)

Introduced by Haoyi Zhou et al. in Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting archive 2025-07-28

The Electricity Transformer Temperature (ETT) is a crucial indicator in the electric power long-term deployment. This dataset consists of 2 years data from two separated counties in China. To explore the granularity on the Long sequence time-series forecasting (LSTF) problem, different subsets are created, {ETTh1, ETTh2} for 1-hour-level and ETTm1 for 15-minutes-level. Each data point consists of the target value ”oil temperature” and 6 power load features. The train/val/test is 12/4/4 months.

Source: https://arxiv.org/pdf/2012.07436.pdf Image Source: https://github.com/zhouhaoyi/ETDataset

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 20 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Time Series Forecasting ETTh1 (336) Multivariate D-PAD MSE 0.374 D-PAD: Deep-Shallow Multi-Frequency Patterns... xybbo5/d-pad 72 Compare
Time Series Forecasting ETTh1 (720) Multivariate DiPE-Linear MSE 0.409 Disentangled Interpretable Representation for Efficient... wintertee/dipe-linear 22 Compare
Time Series Forecasting ETTh1 (192) Multivariate PatchMixer MSE 0.373 PatchMixer: A Patch-Mixing Architecture for Long-Term... Zeying-Gong/PatchMixer +1 17 Compare
Time Series Forecasting ETTh1 (96) Multivariate SegRNN MSE 0.341 SegRNN: Segment Recurrent Neural Network for Long-Term... thuml/Time-Series-Library +3 15 Compare
Time Series Forecasting ETTm1 (192) Multivariate xPatch MSE 0.315 xPatch: Dual-Stream Time Series Forecasting with... stitsyuk/xpatch 9 Compare
Time Series Forecasting ETTm2 (192) Multivariate xPatch MSE 0.213 xPatch: Dual-Stream Time Series Forecasting with... stitsyuk/xpatch 9 Compare
Time Series Forecasting ETTm2 (96) Multivariate xPatch MSE 0.153 xPatch: Dual-Stream Time Series Forecasting with... stitsyuk/xpatch 9 Compare
Time Series Forecasting ETTm1 (336) Multivariate LTBoost (drop_last=false) MSE 0.349 LTBoost: Boosted Hybrids of Ensemble Linear and Gradient... hubtru/LTBoost 8 Compare
Time Series Forecasting ETTm1 (720) Multivariate LTBoost (drop_last=false) MSE 0.403 LTBoost: Boosted Hybrids of Ensemble Linear and Gradient... hubtru/LTBoost 8 Compare
Time Series Forecasting ETTm2 (336) Multivariate LTBoost (drop_last=false) MSE 0.262 LTBoost: Boosted Hybrids of Ensemble Linear and Gradient... hubtru/LTBoost 8 Compare
Time Series Forecasting ETTm2 (720) Multivariate xPatch MSE 0.338 xPatch: Dual-Stream Time Series Forecasting with... stitsyuk/xpatch 8 Compare
Multivariate Time Series Forecasting ETTh1 (96) Multivariate TSMixer MAE 0.398 TSMixer: Lightweight MLP-Mixer Model for Multivariate... ibm/tsfm 3 Compare
Multivariate Time Series Forecasting ETTh1 (192) Multivariate TSMixer MAE 0.418 TSMixer: Lightweight MLP-Mixer Model for Multivariate... ibm/tsfm 3 Compare
Multivariate Time Series Forecasting ETTh1 (336) Multivariate MMFNet MSE 0.409 MMFNet: Multi-Scale Frequency Masking Neural Network for... vewoxic/fits 2 Compare
GLinear ETTh1 (24) GLinear MSE 0.3142 Bridging Simplicity and Sophistication using GLinear: A... t-rizvi/GLinear 1 Compare
GLinear ETTh1 (336) GLinear MSE 0.4915 Bridging Simplicity and Sophistication using GLinear: A... t-rizvi/GLinear 1 Compare
GLinear ETTh1 (48) MSE MSE 0.3537 Bridging Simplicity and Sophistication using GLinear: A... t-rizvi/GLinear 1 Compare
GLinear ETTh1 (720) Multivariate GLinear MSE 0.5923 Bridging Simplicity and Sophistication using GLinear: A... t-rizvi/GLinear 1 Compare
Multivariate Time Series Forecasting ETTh1 (720) Multivariate TSMixer MSE 0.444 TSMixer: Lightweight MLP-Mixer Model for Multivariate... ibm/tsfm 1 Compare
Time Series Forecasting ETTh1 (48) Time-LLM MSE 0.408 Time-LLM: Time Series Forecasting by Reprogramming Large... kimmeen/time-llm +2 1 Compare

Papers archive 2025-07-28

30 shown of 65 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 321. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction 1 4 2 Jan 2025 not harvested
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition 1 11 23 Dec 2024 not harvested
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting 1 11 26 Nov 2024 not harvested
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting 1 11 21 Oct 2024 not harvested
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting 1 3 2 Oct 2024 not harvested
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting 1 13 20 Aug 2024 ran 2 of 2 samples (0 unverified)
Fredformer: Frequency Debiased Transformer for Time Series Forecasting 1 1 13 Jun 2024 ran 1 of 2 samples (1 unverified; 2 pointer-only for licence)
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting 1 1 11 Jun 2024 not harvested
Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting 1 1 6 Jun 2024 not harvested
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment 3 1 3 Jun 2024 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks 0 1 28 May 2024 not harvested
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning 0 1 24 May 2024 not harvested
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers 1 1 22 May 2024 not harvested
Attention as an RNN 1 1 22 May 2024 not harvested
VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting 1 1 19 May 2024 ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting 2 11 10 May 2024 not harvested
Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting 1 1 6 May 2024 not harvested
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters 1 2 2 May 2024 not harvested
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges 1 1 24 Apr 2024 not harvested
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting 0 1 24 Apr 2024 not harvested
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion 1 1 22 Apr 2024 ran 5 of 5 samples (0 unverified)
ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting 1 1 8 Apr 2024 ran 7 of 7 samples (0 unverified; 7 pointer-only for licence)
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting 1 1 26 Mar 2024 not harvested
An Analysis of Linear Time Series Forecasting Models 3 1 21 Mar 2024 not harvested
Is Mamba Effective for Time Series Forecasting? 1 1 17 Mar 2024 not harvested
TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting 1 1 14 Mar 2024 ran 0 of 5 samples (5 unverified)
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning 2 1 12 Mar 2024 ran 3 of 5 samples (2 unverified)
CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables 1 1 4 Mar 2024 not harvested
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis 3 1 3 Mar 2024 ran 3 of 5 samples (2 unverified; 5 pointer-only for licence)
UniTS: A Unified Multi-Task Time Series Model 1 1 29 Feb 2024 ran 19 of 28 samples (9 unverified)

The full list of 65 is in the JSON twin.

Dataset loaders archive 2025-07-28

zhouhaoyi/ETDataset

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Time Series ForecastingMultivariate Time Series ForecastingTime SeriesGLinearUnivariate Time Series ForecastingMultivariate Time Series Forecastingm

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Time series

Languages archive 2025-07-28

EnglishChinese

Variants archive 2025-07-28

  • ETTm2 (96) Multivariate
  • ETTm2 (96)
  • ETTm2 (720) Multivariate
  • ETTm2 (336) Multivariate
  • ETTm2 (192) Multivariate
  • ETTm1 (96)
  • ETTm1 (720) Multivariate
  • ETTm1 (720)
  • ETTm1 (336) Multivariate
  • ETTm1 (336)
  • ETTm1 (192) Multivariate
  • ETTh1 (96) Multivariate
  • ETTh1 (720) Multivariate
  • ETTh1 (336) Multivariate
  • ETTh1 (192) Multivariate
  • ETTh2 (96)
  • ETTh2 (192)
  • ETTh1 (96)
  • ETTh1 (192)
  • ETTh2 (720)
  • ETTh2 (168)
  • ETTh1 (336)
  • ETTh1 (168)
  • ETTh2 (48)
  • ETTh2 (336)
  • ETTh2 (24)
  • ETTh1 (720)
  • ETTh1 (48)
  • ETTh1 (24)
  • ETT

30 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections