Browse › Time Series › Time Series Forecasting › ETTh1 (336) Multivariate
ETTh1 (336) Multivariate Benchmark (Time Series Forecasting)
Time Series Forecasting is the task of fitting a model to historical, time-stamped data in order to predict future values. Traditional approaches include moving average, exponential smoothing, and ARIMA, though models as various as RNNs, Transformers, or XGBoost can also be applied. The most popular benchmark is the ETTh1 dataset. Models are typically evaluated using the Mean Square Error (MSE) or Root Mean Square Error (RMSE).
The archive carries no text for this table; the description above is the archive's text for the task Time Series Forecasting. archive 2025-07-28
Over time archive 2025-07-28
The chart needs JavaScript; the table below carries every value.
Direction inferred from the metric name, not from the archive: MSE (lower is better), MAE (lower is better). Points are placed at the row's paper date; 72 of 72 rows carry one.
Results archive 2025-07-28
Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.
| Paper | Code | Ran Syntology | Report | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 1 | D-PAD | 0.374 | 0.406 | – | Paper | Code | 2024 | linked, not harvested | report |
| 2 | xPatch | 0.391 | 0.415 | – | Paper | Code | 2024 | linked, not harvested | report |
| 3 | PatchMixer | 0.392 | 0.414 | – | Paper | Code | 2023 | 2 of 3 ran · 1 unverified | report |
| 4 | Fredformer | 0.395 | 0.403 | – | Paper | Code | 2024 | 1 of 2 ran · 1 unverified | report |
| 5 | UniTime | 0.398 | 0.407 | – | Paper | Code | 2023 | 2 of 8 ran · 6 unverified | report |
| 6 | AutoTimes | 0.401 | 0.429 | – | Paper | Code | 2024 | linked, not harvested | report |
| 7 | SegRNN | 0.401 | 0.417 | – | Paper | Code | 2023 | linked, not harvested | report |
| 8 | TimeCMA | 0.403 | 0.405 | – | Paper | Code | 2024 | 2 of 3 ran · 1 unverified | report |
| 9 | UniTS-ST | 0.405 | 0.422 | – | Paper | Code | 2024 | 19 of 28 ran · 9 unverified | report |
| 10 | ConvTimeNet | 0.405 | 0.420 | – | Paper | Code | 2024 | 3 of 5 ran · 2 unverified | report |
| 11 | ROSE | 0.406 | 0.422 | – | Paper | – | 2024 | no code linked | report |
| 12 | TEMPO | 0.408 | 0.425 | – | Paper | Code | 2023 | 6 of 14 ran · 8 unverified | report |
| 13 | MOIRAISmall | 0.412 | 0.429 | – | Paper | Code | 2024 | linked, not harvested | report |
| 14 | AMD | 0.418 | 0.427 | – | Paper | Code | 2024 | linked, not harvested | report |
| 15 | WinNet | 0.419 | 0.426 | – | Paper | Code | 2023 | linked, not harvested | report |
| 16 | RLinear | 0.42 | 0.423 | – | Paper | Code | 2023 | 0 of 2 ran · 2 unverified | report |
| 17 | TSMixer | 0.421 | 0.436 | – | Paper | Code | 2023 | 0 of 8 ran · 8 unverified | report |
| 18 | PatchTST/64 | 0.422 | 0.44 | – | Paper | Code | 2022 | 7 of 30 ran · 23 unverified | report |
| 19 | HiMTM | 0.422 | 0.430 | – | Paper | – | 2024 | no code linked | report |
| 20 | CATS | 0.423 | 0.437 | – | Paper | Code | 2024 | linked, not harvested | report |
| 21 | SAMformer | 0.423 | 0.425 | – | Paper | Code | 2024 | linked, not harvested | report |
| 22 | LTBoost (drop_last=false) | 0.424 | 0.423 | – | Paper | Code | 2024 | linked, not harvested | report |
| 23 | GTT-Large | 0.424 | 0.419 | – | Paper | – | 2024 | no code linked | report |
| 24 | DiPE-Linear | 0.424 | – | Paper | Code | 2024 | linked, not harvested | report | |
| 25 | FITS | 0.427 | – | Paper | Code | 2023 | linked, not harvested | report | |
| 26 | PRformer | 0.427 | – | Paper | Code | 2024 | 2 of 2 ran · 0 unverified | report | |
| 27 | NLinear | 0.429 | 0.427 | – | Paper | Code | 2022 | 13 of 19 ran · 6 unverified | report |
| 28 | TimeMachine | 0.429 | 0.421 | – | Paper | Code | 2024 | 0 of 5 ran · 5 unverified | report |
| 29 | GPHT | 0.430 | 0.423 | – | Paper | Code | 2024 | 5 of 7 ran · 2 unverified | report |
| 30 | MoLE-RLinear | 0.43 | – | Paper | Code | 2023 | 0 of 1 ran · 1 unverified | report | |
| 31 | PatchTST + LIFT | 0.433 | 0.435 | – | Paper | Code | 2024 | 8 of 11 ran · 3 unverified | report |
| 32 | GTT-Large(Fine-tune) | 0.433 | 0.418 | – | Paper | – | 2024 | no code linked | report |
| 33 | SparseTSF | 0.434 | – | Paper | Code | 2024 | linked, not harvested | report | |
| 34 | TiDE | 0.435 | 0.433 | – | Paper | Code | 2023 | 0 of 3 ran · 3 unverified | report |
| 35 | GridTST | 0.436 | 0.440 | – | Paper | Code | 2024 | linked, not harvested | report |
| 36 | DLinear | 0.439 | 0.443 | – | Paper | Code | 2022 | 13 of 19 ran · 6 unverified | report |
| 37 | FiLM | 0.442 | 0.445 | – | Paper | Code | 2022 | 17 of 18 ran · 1 unverified | report |
| 38 | OLS | 0.448 | – | Paper | Code | 2024 | linked, not harvested | report | |
| 39 | DLinear + LIFT | 0.453 | 0.453 | – | Paper | Code | 2024 | 8 of 11 ran · 3 unverified | report |
| 40 | Pathformer | 0.454 | 0.432 | – | Paper | Code | 2024 | 6 of 11 ran · 5 unverified | report |
| 41 | Bi-Mamba4TS | 0.455 | 0.445 | – | Paper | – | 2024 | no code linked | report |
| 42 | MOIRAIBase | 0.456 | 0.450 | – | Paper | Code | 2024 | linked, not harvested | report |
| 43 | LLaTA | 0.456 | 0.436 | – | Paper | Code | 2021 | linked, not harvested | report |
| 44 | CALF | 0.456 | 0.436 | – | Paper | Code | 2024 | 3 of 5 ran · 2 unverified | report |
| 45 | GPHT* | 0.456 | 0.432 | – | Paper | Code | 2024 | 5 of 7 ran · 2 unverified | report |
| 46 | GTT-Smal | 0.459 | 0.427 | – | Paper | – | 2024 | no code linked | report |
| 47 | Minusformer-96 | 0.465 | 0.446 | – | Paper | Code | 2024 | linked, not harvested | report |
| 48 | GTT-Tiny | 0.466 | 0.436 | – | Paper | – | 2024 | no code linked | report |
| 49 | GTT-Large(100M traing samples) | 0.468 | 0.432 | – | Paper | – | 2024 | no code linked | report |
| 50 | MoLE-DLinear | 0.469 | – | Paper | Code | 2023 | 0 of 1 ran · 1 unverified | report | |
| 51 | ForecastGrapher | 0.472 | 0.448 | – | Paper | – | 2024 | no code linked | report |
| 52 | Basisformer | 0.473 | 0.451 | – | Paper | Code | 2023 | 6 of 12 ran · 6 unverified | report |
| 53 | VCformer | 0.473 | 0.449 | – | Paper | Code | 2024 | 2 of 2 ran · 0 unverified | report |
| 54 | Simba | 0.473 | 0.443 | – | Paper | Code | 2024 | linked, not harvested | report |
| 55 | GTT-Large(50M traing samples) | 0.475 | 0.444 | – | Paper | – | 2024 | no code linked | report |
| 56 | TEFN | 0.475 | 0.441 | – | Paper | Code | 2024 | linked, not harvested | report |
| 57 | CPNet | 0.479 | 0.450 | – | Paper | Code | 2024 | linked, not harvested | report |
| 58 | SOFTS | 0.480 | 0.452 | – | Paper | Code | 2024 | 5 of 5 ran · 0 unverified | report |
| 59 | iTransformer | 0.487 | 0.458 | – | Paper | Code | 2023 | 8 of 10 ran · 2 unverified | report |
| 60 | S-Mamba | 0.489 | 0.468 | – | Paper | Code | 2024 | linked, not harvested | report |
| 61 | SCINet | 0.504 | 0.495 | – | Paper | Code | 2021 | 1 of 6 ran · 5 unverified | report |
| 62 | Autoformer | 0.505 | 0.484 | – | Paper | Code | 2021 | 13 of 16 ran · 3 unverified | report |
| 63 | ATFNet | 0.514 | 0.521 | – | Paper | Code | 2024 | 7 of 7 ran · 0 unverified | report |
| 64 | MOIRAILarge | 0.514 | 0.474 | – | Paper | Code | 2024 | linked, not harvested | report |
| 65 | RPMixer | 0.521 | 0.498 | – | Paper | – | 2024 | no code linked | report |
| 66 | Aaren | 0.65 | 0.55 | – | Paper | Code | 2024 | linked, not harvested | report |
| 67 | Transformer | 0.8321 | 0.7041 | – | Paper | Code | 2021 | linked, not harvested | report |
| 68 | QuerySelector | 0.8503 | 0.7039 | – | Paper | Code | 2021 | linked, not harvested | report |
| 69 | Informer | 0.884 | 0.753 | – | Paper | Code | 2020 | 62 of 76 ran · 14 unverified | report |
| 70 | TimesFM | 0.436 | – | Paper | Code | 2023 | 2 of 4 ran · 2 unverified | report | |
| 71 | TSMixer | 0.431 | – | Paper | Code | 2023 | linked, not harvested | report | |
| 72 | DeformTime | 0.2158 | – | Paper | Code | 2024 | linked, not harvested | report |
All 72 rows shown. 72 link to a paper page on this site; 0 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28
Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 33 rows have a graph line, from 29 distinct papers; 27 rows (24 papers) have at least one sample that ran. Counting each paper once: Syntology ran 202 of 323 samples; 121 unverified. Separately, 82 of those 323 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.
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