Paper Citation Record · LEDGER

Efficient Test-Time Scaling for LLM-based Time Series Forecasting

As of 23 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2608.08675.

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

pith.paper-citation-record.v1
2608.08675 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:33:05.248844Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

50 of 50 outbound references displayed

verified exact0
verified fuzzy1
unresolved48
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fcace070-2ae8-456f-b1d4-f8865f0936d6 · outbound

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

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Chronos: Learning the Language of Time Series

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.446755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8fd733b-1272-472a-beac-c018f82732e5 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.893649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 58505394-4e2f-4dec-be51-6e19610485f8 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.871187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f4bae2bd-6189-46f2-bcc6-235dc60f180b · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.548963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 231383fb-e33c-4a47-bd23-1b06512f1839 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.580295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3616399c-4e91-4228-b343-100a1c648575 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.807918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 481c94f5-cbd7-4c31-8d59-9879391e7fe8 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.694747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1451a72e-6b29-4d6c-9cab-1b7b6812cd5c · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.778744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6bab90a7-fae4-4be7-930d-624993cc310b · outbound

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

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.735476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a05782f-f7a2-47f3-bfc5-968379099797 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.752376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ab38520-2bd5-4869-9105-f0daf7ec677e · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.738868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dd1bba99-4ae2-4caf-9ae4-f202448f3336 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.713815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a74af3fa-475e-4c0d-a12e-1fb20529bc00 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.695167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f78913d-cf7b-4914-adb5-8d5485b2280e · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.682425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 20914d00-705a-4022-b2e6-a136f1354654 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.669317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b78bf282-92ed-45d4-9aa4-e369a2b2d03d · outbound

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

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.800022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d6995f7-8af8-4ffc-861c-fc2a7e5607ce · outbound

This paper cites TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.806304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e89a3fbb-703c-46ef-b9f3-2adf4b90b34b · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.812467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22de0c16-7976-4f60-a0bf-0a9ec1c22553 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.645914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e083b130-ae12-4f8b-a4a1-1bdc56a973b6 · outbound

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

Efficient Test-Time Scaling for LLM-based Time Series Forecasting iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.851040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4662be86-5436-44a1-8f4b-f68408e828f1 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.867013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ed0ddf1-81d9-4397-a158-2c42ebbe7970 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.588905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c855d955-0d19-4e96-a4ae-e3204734cfb3 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.570101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b5c9eec1-6404-4532-98a2-541b1bb3d83f · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.536805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7eaece41-45dd-4bfb-b74a-0f5d08339535 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.520906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8aa04b20-1823-4c16-908f-cb45dfea40f2 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.507944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a7e25286-e628-4a17-bc65-1f8ce1cdf582 · outbound

This paper cites 2012.A very British affair: Six Britons and the development of time series analysis during the 20th century.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting 2012.A very British affair: Six Britons and the development of time series analysis during the 20th century

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:06.486825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a674c871-ce77-4f98-84a4-5c53f394e2a5 · outbound

This paper cites Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.024855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2ffea95-91aa-437a-bb9c-26e002096dac · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.453205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 180f20f6-3802-48de-a992-272fac283312 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.429514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 02d28abd-54a6-4588-ad7a-2c455dfd5ceb · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.060752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5366e20f-abed-4142-b643-1ca5672cd002 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.376802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ffc4e819-271a-470a-af91-491d6aaf5dc5 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.064513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ae4859f-3ce7-4fe3-af66-a01ecf16835a · outbound

This paper cites TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.109762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95037a42-d9dc-4c9f-abf4-671965b76723 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.360994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5450acf4-65ea-477b-93e4-533f1859d59a · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.122430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38eae52b-323f-4a97-bf06-4ff4ade78182 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.347604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 461b32e9-c031-495c-b3b5-6e6de3604d31 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.256456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d6b8db27-216c-444a-adee-2014a8278a1e · outbound

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

Efficient Test-Time Scaling for LLM-based Time Series Forecasting TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.145606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 684c519f-e487-4737-9263-c3678d8e98f7 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.157916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76487ba8-44bb-46ed-b9e5-b3d9740475df · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.196694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bbdb1d88-6536-453e-9eea-0560bb3b1b32 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.175802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ece9a1d-42e5-42a6-af2a-b03b5a6ac06a · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.114908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ae78c320-ee1a-4473-a6be-d603e1fafc8b · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.202013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d018082-340c-4cc3-ba99-ff180f603b02 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:06.051294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0ef4aee4-603d-4f98-9572-6f1cee4202b4 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:05.962578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98ecf242-2b4a-4048-9846-00983d7c62a5 · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:33:05.983776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b9c25a56-1f94-4372-81f7-0a9d61728aea · outbound

This paper cites Following prior long-term forecasting studies, all datasets use the same preprocessing and chronological train/validation/test splits to prevent information leakage.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Following prior long-term forecasting studies, all datasets use the same preprocessing and chronological train/validation/test splits to prevent information leakage

Reference 50

Resolution: malformed identifier; raw_fallback, observed 2026-08-14T04:33:05.452003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5ba3de7b-81e3-46b2-bae1-dc310180e60c · outbound

This paper cites Advances in Neural Information Processing Systems37 (2024), 122154–122184.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Advances in Neural Information Processing Systems37 (2024), 122154–122184

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:04.884743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0894c928-e621-48fa-a8cc-43ebf19b53ff · outbound

This paper cites an unresolved cited work.

Efficient Test-Time Scaling for LLM-based Time Series Forecasting Unresolved cited work

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:05.195479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.