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 rowonly 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.

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 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples 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)