Contamination Map Methodology

Time series / Dataset

ETTm1

Electricity Transformer Temperature, transformer 1 (ETT-small), 15-minute resolution, July 2016 - July 2018; oil temperature target plus 6 power-load features (7 variables).

Also known as
ETTm1, ETT-small-m1, ETTm1.csv
Domain
energy
License
CC BY-ND 4.0 (ETDataset LICENSE)
Homepage
github.com

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 Related data seen via base model UniTS: related dataset ETTh1 was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) UniTS Related data seen related dataset ETTh1 was used

Notes

The ETDataset README says the data is recorded 'every minute (marked by m)' but Autoformer and DLinear describe ETTm as 15-minute data; DLinear Table 1 lists 69,680 timesteps (its granularity column says 5min).

Sources