Paper Citation Record · LEDGER

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models

As of 13 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2501.01394.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.01394 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:32:03.813848Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 206ab47d-b10d-4cf8-a2d0-04b989b3f8fe · outbound

This paper cites an unresolved cited work.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Unresolved cited work

Reference 1

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Observation 5fe46ffc-b8a3-43f0-a450-0dd98cbb0297 · outbound

This paper cites Transformers in time-series anal- ysis: A tutorial.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Transformers in time-series anal- ysis: A tutorial

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:05.579691Z

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Observation 2fdeb33e-7db2-4c2d-88bc-ae00f2125d8e · outbound

This paper cites Neural architecture search benchmarks: Insights and survey.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Neural architecture search benchmarks: Insights and survey

Reference 3

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This paper cites Neural architecture search for transformers: A survey.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Neural architecture search for transformers: A survey

Reference 4

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This paper cites Hyperparameter Search in Machine Learning.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Hyperparameter Search in Machine Learning

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Observation 2aef185c-f0b0-412a-a6e5-861cd04e3cb1 · outbound

This paper cites 25 years of time series forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models 25 years of time series forecasting

Reference 6

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Observation 9bc38b88-b6db-4f81-b0e2-e311240a4554 · outbound

This paper cites Algorithms for hyperparameter tuning of lstms for time series forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Algorithms for hyperparameter tuning of lstms for time series forecasting

Reference 7

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Observation 9cc8a5a5-1e0d-4c1d-ad51-ba95e210bec5 · outbound

This paper cites Hyperparameter op- timization.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Hyperparameter op- timization

Reference 8

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Observation e9fd83eb-a647-4e7f-b64c-3f3a3b6a8a59 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 9

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Observation 6d2b6f95-a985-4744-9678-50ac59aeeb32 · outbound

This paper cites Advanced hyperparameter optimization of deep learning models for wind power prediction.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Advanced hyperparameter optimization of deep learning models for wind power prediction

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:05.340607Z

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Observation 6fc89ad9-e15e-4e32-87b9-a4c62f8ddc03 · outbound

This paper cites Multivariate time series forecasting with dynamic graph neural odes.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Multivariate time series forecasting with dynamic graph neural odes

Reference 11

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Observation 9727a983-eb9f-4c34-bf9b-c35cf88abb96 · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 12

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Observation e9b56602-a281-400b-b962-66e27a5ea4fb · outbound

This paper cites iTransformer: Inverted Transformers Are Effective for Time Series Forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 13

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Observation 5d84c628-3a22-4024-a9dd-e54bd2aec329 · outbound

This paper cites Non-stationary transformers: Exploring the stationarity in time series forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Non-stationary transformers: Exploring the stationarity in time series forecasting

Reference 14

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Observation a83d81b9-1d72-42bf-9537-c445f59285d4 · outbound

This paper cites Review of automated time series forecasting pipelines.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Review of automated time series forecasting pipelines

Reference 15

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Observation 6cf8cd36-34b9-444c-81e6-f5b6f1ba7f24 · outbound

This paper cites A Time Series is Worth 64 Words: Long- term Forecasting with Transformers.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models A Time Series is Worth 64 Words: Long- term Forecasting with Transformers

Reference 16

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Observation 55fcba2f-5487-45dc-be58-943d0c8e0623 · outbound

This paper cites Forecasting: theory and prac- tice.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Forecasting: theory and prac- tice

Reference 17

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Observation fea3a419-d1c4-4060-bcbd-100342f6ddf7 · outbound

This paper cites Training Tips for the Transformer Model.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Training Tips for the Transformer Model

Reference 18

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This paper cites Autotransformer: Automatic trans- former architecture design for time series classification.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Autotransformer: Automatic trans- former architecture design for time series classification

Reference 19

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Observation eaf248ce-00c7-4999-b2ec-c92f01f7b407 · outbound

This paper cites Distributed hyperparameter opti- mization based multivariate time series forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Distributed hyperparameter opti- mization based multivariate time series forecasting

Reference 20

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Observation d313f216-d2ee-4ddf-96b0-432f20fc332e · outbound

This paper cites Hypertuned temporal fusion transformer for multi-horizon time series fore- casting of dam level in hydroelectric power plants.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Hypertuned temporal fusion transformer for multi-horizon time series fore- casting of dam level in hydroelectric power plants

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:04.787179Z

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Observation 30fc6345-c6d3-49f3-bd3e-87b5bba162bf · outbound

This paper cites Optimization of deep neural networks: a survey and unified taxonomy.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Optimization of deep neural networks: a survey and unified taxonomy

Reference 22

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Observation 4c17380c-3417-4c6d-a084-c89cfc86d4f7 · outbound

This paper cites TimeMixer: Decomposable Multi- scale Mixing for Time Series Forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models TimeMixer: Decomposable Multi- scale Mixing for Time Series Forecasting

Reference 23

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Observation fe6adb93-be45-41ad-b0e6-9575f4803813 · outbound

This paper cites Time Series Data Augmentation for Deep Learning: A Survey.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Time Series Data Augmentation for Deep Learning: A Survey

Reference 24

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This paper cites Transformers in time series: a survey.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Transformers in time series: a survey

Reference 25

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Observation 4ef2e03d-b8e3-4364-8373-27b786713305 · outbound

This paper cites Strategic Predictions and Explana- tions By Machine Learning.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Strategic Predictions and Explana- tions By Machine Learning

Reference 26

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Observation 2a139071-87cf-4baa-a15d-269adf5872d6 · outbound

This paper cites Trustworthy AI: Deciding What to Decide.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Trustworthy AI: Deciding What to Decide

Reference 27

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Observation 3e116db1-0671-4a03-bcd4-849c0b77b248 · outbound

This paper cites Autoformer: decomposition transform- ers with auto-correlation for long-term series forecast- ing.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Autoformer: decomposition transform- ers with auto-correlation for long-term series forecast- ing

Reference 28

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Observation b8bdf95d-f968-432f-8932-0e952b811ead · outbound

This paper cites TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 29

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Observation 2bad43b3-74a1-4e3c-a694-c9ef81c3c17f · outbound

This paper cites Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting

Reference 30

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Observation dfb505e8-eb14-48b4-8f77-3e0ee2aa1423 · outbound

This paper cites Transformer Multivariate Forecasting: Less is More?.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Transformer Multivariate Forecasting: Less is More?

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:04.285051Z

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Observation b17b8d64-204d-4e82-af80-c897060be7db · outbound

This paper cites On hyperparameter op- timization of machine learning algorithms: Theory and practice.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models On hyperparameter op- timization of machine learning algorithms: Theory and practice

Reference 32

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Source-reported events for the cited work

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Observation 3ef7e9a2-8724-4b15-9e01-0898494bfc2e · outbound

This paper cites Hyper-Parameter Optimization: A Review of Algorithms and Applications.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Hyper-Parameter Optimization: A Review of Algorithms and Applications

Reference 33

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Observation 4493a413-70f3-4217-aabb-94d7ca9efed3 · outbound

This paper cites Crossformer: Trans- former utilizing cross-dimension dependency for multi- variate time series forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Crossformer: Trans- former utilizing cross-dimension dependency for multi- variate time series forecasting

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:04.195773Z

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Observation bada0239-b6ff-4b9f-a772-b6653f6b5a74 · outbound

This paper cites Informer: Beyond efficient trans- former for long sequence time-series forecasting.

A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Informer: Beyond efficient trans- former for long sequence time-series forecasting

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:04.132426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

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