Paper Citation Record · LEDGER

Does Scaling Law Apply in Time Series Forecasting?

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2505.10172.

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

pith.paper-citation-record.v1
2505.10172 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:19:04.670378Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

40 of 40 outbound references displayed

verified exact0
verified fuzzy16
unresolved24
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a306ec6e-a96a-4c59-a48e-f68a4cd351d7 · outbound

This paper cites Attention is all you need,.

Does Scaling Law Apply in Time Series Forecasting? Attention is all you need,

Reference 1

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Observation 1265e148-5d0c-4005-a7d4-aac5f0ba5cf1 · outbound

This paper cites Informer: Beyond efficient transformer for long sequence time-series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Informer: Beyond efficient transformer for long sequence time-series forecasting,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.301355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e7f86e82-70f9-4be2-9eac-b00b90788bc6 · outbound

This paper cites Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.285342Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 494ca78c-0b1d-4473-aa19-5ea8c0bece41 · outbound

This paper cites Finding structure in time,.

Does Scaling Law Apply in Time Series Forecasting? Finding structure in time,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.485969Z

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Observation 15327594-809a-4b82-82f8-6b47e6d0845d · outbound

This paper cites Long short-term memory,.

Does Scaling Law Apply in Time Series Forecasting? Long short-term memory,

Reference 5

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Observation b86f1869-0d6e-420b-b20a-2410983896e0 · outbound

This paper cites Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.242592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d4f702ee-d9cb-4ed3-a849-7ca7a5f5a67c · outbound

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

Does Scaling Law Apply in Time Series Forecasting? TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.501095Z

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Observation 0e7ba85c-2da0-42bf-981c-85407a0ba785 · outbound

This paper cites Are transformers effective for time series forecasting?.

Does Scaling Law Apply in Time Series Forecasting? Are transformers effective for time series forecasting?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.226914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ef57d9af-4269-4717-b85c-9833f2854487 · outbound

This paper cites Scaling Laws for Neural Language Models.

Does Scaling Law Apply in Time Series Forecasting? Scaling Laws for Neural Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.511680Z

Source-reported events for the cited work

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Observation aba07ced-d54c-44ce-b3e8-6478988b2a25 · outbound

This paper cites Scaling vision transformers,.

Does Scaling Law Apply in Time Series Forecasting? Scaling vision transformers,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.209973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d96cbe9b-4b0b-420c-9265-fa94271eb965 · outbound

This paper cites an unresolved cited work.

Does Scaling Law Apply in Time Series Forecasting? Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:19:05.191340Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 68f2538f-435d-4027-8f5f-fde69a593aff · outbound

This paper cites Time series analysis,.

Does Scaling Law Apply in Time Series Forecasting? Time series analysis,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.173293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b2cdd8d2-787a-4c73-9ad5-3e0f306225fd · outbound

This paper cites an unresolved cited work.

Does Scaling Law Apply in Time Series Forecasting? Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:19:05.156645Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a3f25f62-30a8-436d-8d17-2b1c412027c7 · outbound

This paper cites Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping.

Does Scaling Law Apply in Time Series Forecasting? Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.537878Z

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Observation ae417031-6769-4831-9a37-0a34406d0e35 · outbound

This paper cites Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts.

Does Scaling Law Apply in Time Series Forecasting? Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.543714Z

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Observation 672f3314-9709-4644-a545-b286032da586 · outbound

This paper cites Deep learning for time series forecasting: Tutorial and literature survey,.

Does Scaling Law Apply in Time Series Forecasting? Deep learning for time series forecasting: Tutorial and literature survey,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.140832Z

Source-reported events for the cited work

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Observation b2950e5f-608b-4e8f-8c81-7c5487d7bccb · outbound

This paper cites Energy and policy considerations for modern deep learning research,.

Does Scaling Law Apply in Time Series Forecasting? Energy and policy considerations for modern deep learning research,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.125632Z

Source-reported events for the cited work

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Observation 6b89a009-4b70-431a-b516-684d478ecc33 · outbound

This paper cites Green ai,.

Does Scaling Law Apply in Time Series Forecasting? Green ai,

Reference 18

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Observation 6649a084-4203-42d7-a549-ddb664cf925a · outbound

This paper cites Faith: Frequency-domain attention in two horizons for time series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Faith: Frequency-domain attention in two horizons for time series forecasting,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.097599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7c4de87d-d7ef-457c-9e18-109d87a48a14 · outbound

This paper cites Stl: A seasonal-trend decomposition procedure based on loess,.

Does Scaling Law Apply in Time Series Forecasting? Stl: A seasonal-trend decomposition procedure based on loess,

Reference 20

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Source-reported events for the cited work

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Observation a19b5dfb-fac7-4975-abba-3faafbaa264f · outbound

This paper cites Forecasting at scale,.

Does Scaling Law Apply in Time Series Forecasting? Forecasting at scale,

Reference 21

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Source-reported events for the cited work

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Observation 725fd2ae-dc17-41c1-8d84-b0ea6e399857 · outbound

This paper cites N-BEATS: Neural basis expansion analysis for interpretable time series forecasting.

Does Scaling Law Apply in Time Series Forecasting? N-BEATS: Neural basis expansion analysis for interpretable time series forecasting

Reference 22

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Observation 704e573c-a165-4b08-83b5-dc388f8e5363 · outbound

This paper cites Film: Frequency improved legendre memory model for long-term time series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Film: Frequency improved legendre memory model for long-term time series forecasting,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.056759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3f2fa19f-bcfc-4bfa-a42b-ab7faa7dc915 · outbound

This paper cites Statistical and machine learning forecasting methods: Concerns and ways forward,.

Does Scaling Law Apply in Time Series Forecasting? Statistical and machine learning forecasting methods: Concerns and ways forward,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.039455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c377ee75-e3d7-4023-82f5-798e24ee2183 · outbound

This paper cites A comparison of direct and iterated multistep ar methods for forecasting macroeconomic time series,.

Does Scaling Law Apply in Time Series Forecasting? A comparison of direct and iterated multistep ar methods for forecasting macroeconomic time series,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.021132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation edbc8ba6-3031-4148-b984-9bb1749827eb · outbound

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

Does Scaling Law Apply in Time Series Forecasting? A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 26

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Observation 1829b77a-4cbb-4d93-9832-73bd1223bcce · outbound

This paper cites An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling.

Does Scaling Law Apply in Time Series Forecasting? An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.606963Z

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Observation 69e91a3c-8b00-4c89-b778-11d5449d166c · outbound

This paper cites Reformer: The Efficient Transformer.

Does Scaling Law Apply in Time Series Forecasting? Reformer: The Efficient Transformer

Reference 28

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Observation cead260a-0286-4f0a-9fb1-10155b7f8d28 · outbound

This paper cites Longformer: The Long-Document Transformer.

Does Scaling Law Apply in Time Series Forecasting? Longformer: The Long-Document Transformer

Reference 29

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Observation 917e12b4-b2e3-40aa-81d0-0b6a68615853 · outbound

This paper cites Long-term Forecasting with TiDE: Time-series Dense Encoder.

Does Scaling Law Apply in Time Series Forecasting? Long-term Forecasting with TiDE: Time-series Dense Encoder

Reference 30

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Observation 3d14489a-6611-4fbf-b904-3720f5445732 · outbound

This paper cites Frequency-domain mlps are more effective learners in time series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Frequency-domain mlps are more effective learners in time series forecasting,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:05.001298Z

Source-reported events for the cited work

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Observation 1ac44521-c56f-448a-9d42-457f02cd1282 · outbound

This paper cites Micn: Multi-scale local and global con- text modeling for long-term series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Micn: Multi-scale local and global con- text modeling for long-term series forecasting,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:04.985001Z

Source-reported events for the cited work

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Observation 196dec5f-84fc-48aa-a2f5-fcdb142df503 · outbound

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

Does Scaling Law Apply in Time Series Forecasting? Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 33

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Does Scaling Law Apply in Time Series Forecasting? TimeGPT-1

Reference 34

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Observation e0ed6eda-aa61-41a5-ac95-59cd91431d9c · outbound

This paper cites A decoder-only foundation model for time-series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? A decoder-only foundation model for time-series forecasting,

Reference 35

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Observation e7ed81cf-577d-4669-9149-a3a3730d7bca · outbound

This paper cites Chronos: Learning the Language of Time Series.

Does Scaling Law Apply in Time Series Forecasting? Chronos: Learning the Language of Time Series

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.650999Z

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Observation d7f5d2f7-b9fc-4849-abcc-521282b4bc58 · outbound

This paper cites Crossformer: Transformer utilizing cross-dimension dependency for multivariate time series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Crossformer: Transformer utilizing cross-dimension dependency for multivariate time series forecasting,

Reference 37

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Observation 0586f158-8bdf-4953-b14d-5a4193ec1e45 · outbound

This paper cites Lag-llama: Towards foundation models for time series forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Lag-llama: Towards foundation models for time series forecasting,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:04.948575Z

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Observation 91ae3d3f-206b-41d9-8457-afefc28da4c6 · outbound

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

Does Scaling Law Apply in Time Series Forecasting? iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:04.665062Z

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Observation 0de820e3-af4b-4701-a88b-f72d5ef68f25 · outbound

This paper cites Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,.

Does Scaling Law Apply in Time Series Forecasting? Pyraformer: Low-complexity pyramidal attention for long-range time series modeling and forecasting,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:19:04.932800Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.