Codesota · Benchmark · ETTm1Home/Leaderboards/Structured Data & Forecasting/Time-Series Forecasting/ETTm1
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ETTm1.

ETTm1 is sampled at 15-minute intervals from the same station as ETTh1. Results reported as averages across prediction horizons {96, 192, 336, 720}.

Paper ↗Leaderboard ↓
§ 01 · SOTA history

Year over year.

§ 02 · Leaderboard

Results by metric.

Only 3 models on this benchmark
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Mse

Mse is the reported evaluation metric for ETTm1. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Trust tiers for Mseverifiedpapervendorcommunityunverified
RankModelTrustScoreYearLinksFix
01Chronos-Large
Averaged across horizons {96,192,336,720}.
verified0.562025Paper ↗Looks wrong?
02TimesFM
Averaged across horizons {96,192,336,720}.
verified0.432025Paper ↗Looks wrong?
03TimeLLM
Per-horizon MSE (0.293,0.334,0.368,0.426) avg=0.355; MAE (0.350,0.374,0.397,0.430) avg=0.388.
verified0.352024Paper ↗Code ↗Source ↗Looks wrong?

Mae

Mae is the reported evaluation metric for ETTm1. Codesota tracks published model scores on this metric so readers can compare state-of-the-art results across sources and model families.

Higher is better

Trust tiers for Maeverifiedpapervendorcommunityunverified
RankModelTrustScoreYearLinksFix
01Chronos-Large
Averaged across horizons {96,192,336,720}.
verified0.472025Paper ↗Looks wrong?
02TimesFM
Averaged across horizons {96,192,336,720}.
verified0.422025Paper ↗Looks wrong?
03TimeLLM
Per-horizon MSE (0.293,0.334,0.368,0.426) avg=0.355; MAE (0.350,0.374,0.397,0.430) avg=0.388.
verified0.392024Paper ↗Code ↗Source ↗Looks wrong?
§ 04 · Submit a result

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