Contamination Map Methodology

Time series / Dataset

Weather (Jena, 2020; Autoformer)

21 meteorological indicators recorded every 10 minutes for the whole year 2020 at the Max Planck Institute for Biogeochemistry weather station in Jena (52,696 steps per DLinear Table 1); the long-horizon 'Weather' dataset as introduced by Autoformer.

Also known as
weather.csv
Domain
nature
Homepage
www.bgc-jena.mpg.de

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 absent from the complete list of training data
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 Not seen absent from the complete list of training data
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 Jena Weather (GIFT-Eval) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-MoE-1.0-R Not seen the authors state the dataset was excluded from training
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 Unknown training data not disclosed in enough detail
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 Jena Weather (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 Jena Weather (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

Notes

The bare name 'Weather' is ambiguous and not an alias: Informer's 'Weather' (WTH) is a different dataset (NOAA local climatological data, ~1,600 U.S. locations, 2010-2013), and Monash 'weather' is Australian BOM data.

Sources