Datasets › ETT › Papers where code ran, page 1
ETT (Electricity Transformer Temperature)
Papers archive 2025-07-28
papers with a benchmark row: 65 · with a code link: 59 · where Syntology ran a sample: 29 (28 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology
Show:
all papers with a benchmark row only where code ran (29 of 65 with a benchmark row: 28 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.
Page 1 of 1: papers 1 to 29 of the 29 papers with a benchmark row here where Syntology ran at least one harvested sample (28 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
A run counts when it is a run with no instrument failure any run, instrument failures included The first hides, in your browser, the papers where every run was a failure of Syntology's instrument; the second shows every paper on this page.
The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 321. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since 2026-09-28 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record .
Paper Code Results Date Samples run Syntology
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
1
13
20 Aug 2024
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Fredformer: Frequency Debiased Transformer for Time Series Forecasting
1
1
13 Jun 2024
official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence )
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment
3
1
3 Jun 2024
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence )
VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting
1
1
19 May 2024
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence )
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion
1
1
22 Apr 2024
official (archive's flag): 5 ran · 5 ran (of which 4 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting
1
1
8 Apr 2024
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (7 pointer-only for licence )
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
2
1
12 Mar 2024
official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence )
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis
3
1
3 Mar 2024
official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (5 pointer-only for licence )
UniTS: A Unified Multi-Task Time Series Model
1
1
29 Feb 2024
official (archive's flag): 9 ran · 19 ran (of which 9 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified
Generative Pretrained Hierarchical Transformer for Time Series Forecasting
2
2
26 Feb 2024
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence )
Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting
1
1
4 Feb 2024
official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (11 pointer-only for licence )
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators
2
2
31 Jan 2024
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 1 violated, 2 with no contract checked; 4 where Syntology's instrument failed) · 3 unverified (11 pointer-only for licence )
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series
2
1
8 Jan 2024
official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified
BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis
1
1
31 Oct 2023
official (archive's flag): 6 ran · 6 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (12 pointer-only for licence )
UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting
1
1
15 Oct 2023
official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence )
A decoder-only foundation model for time-series forecasting
2
1
14 Oct 2023
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting
11
1
10 Oct 2023
community repositories only · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 4 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence )
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting
2
1
8 Oct 2023
official (archive's flag): 2 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 8 unverified
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
3
1
3 Oct 2023
7 ran (of which 7 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 7 samples that ran constructed an object rather than computing a result
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting
2
4
1 Oct 2023
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence )
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
1
15
14 Jun 2023
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
1
4
22 May 2023
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence )
Long-term Forecasting with TiDE: Time-series Dense Encoder
5
4
17 Apr 2023
community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
8
4
27 Nov 2022
official (archive's flag): 2 ran · 17 ran (of which 2 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 1 where Syntology's instrument failed) · 13 unverified
Are Transformers Effective for Time Series Forecasting?
10
6
26 May 2022
official: no sample here; runs from other or unrecorded repositories · 13 ran (of which 4 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (13 pointer-only for licence )
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
3
4
18 May 2022
official: no sample here; runs from other or unrecorded repositories · 17 ran (of which 2 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 10 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence )
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting
3
1
24 Jun 2021
official (archive's flag): 10 ran · 13 ran (of which 10 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 0 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
6
2
17 Jun 2021
official: no sample here; runs from other or unrecorded repositories · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
14
2
14 Dec 2020
official: harvested, nothing ran · 62 ran (of which 53 constructed an object rather than computing a result; 62 with no instrument failure: 0 honoured, 1 violated, 61 with no contract checked; 0 where Syntology's instrument failed) · 14 unverified (13 pointer-only for licence )