Contamination Map Methodology

Time series / Dataset

ETTh1

Hourly variant of ETTm1 (transformer 1), July 2016 - July 2018; 7 variables, 17,420 timesteps (DLinear Table 1).

Also known as
ETTh1, ETT-small-h1, ETTh1.csv
Domain
energy
License
CC BY-ND 4.0 (ETDataset LICENSE)
Homepage
github.com

Related datasets

Exposure by model

BenchmarkModelLevelReason
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos-2-Synth Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos-2 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos-Bolt Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos (T5) Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) DADA (General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TimeSeries-TTM-R1 Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TimeSeries-TTM-R2.1 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TimeSeries-TTM-R2 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TTM-R3 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Lag-Llama Seen, split unclear a training split was used; its overlap with this benchmark's test data is not established
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Mantis (Mantis-8M) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Mantis+ (MantisPlus) Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) MantisV2 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-1.0-R Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-1.1-R Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-2.0-R Related data seen related dataset ETT1 (GIFT-Eval) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-MoE-1.0-R Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) MOMENT-1 Training data seen only the training split was used, not the benchmark's test data (via Time Series Pile); the test portion was explicitly excluded
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) NuTime Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Sundial (Timer 3.0) Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Time-MoE Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Time-RCD (TimeRCD) Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Timer-S1 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Timer-XL (timer-base-84m) Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Timer Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimeRadar Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 1.0 Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 2.0 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 2.5 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 3.0 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex 1.1 (gifteval) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2-fevbench (TiRex-2-f) Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2-gifteval-pretrain (TiRex-2-gp) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2-gifteval-zs (TiRex-2-g) Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto-Open-Base-1.0 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto-2.0-2.5B-FT Related data seen related dataset ETT1 (GIFT-Eval) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto 2.0 Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto (2024 technical report) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TSPulse r1 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TTM-R3 Related data seen related dataset ETT1 (GIFT-Eval) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Tiny Time Mixer (TTM) Research-Use R2 Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) UniTS few-shot anomaly detection checkpoints Training data seen via base model UniTS: only the training split was used, not the benchmark's test data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) UniTS Training data seen only the training split was used, not the benchmark's test data

Sources