Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:33:05.248844Z
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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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.