Paper Citation Record · LEDGER

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation

As of 23 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 2 inbound Pith citation observations for arXiv:2501.04970.

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

pith.paper-citation-record.v1
2501.04970 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:27:51.952878Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:46:17.712667Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T03:05:54.607300Z

Reference resolution

57 of 57 outbound references displayed

verified exact0
verified fuzzy7
unresolved50
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8983421d-7e92-4bff-9c41-6f29562da863 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation , " * write output.state after.block = add.period write newline

Reference 1

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Source-reported events for the cited work

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Observation 2a13a51f-ef3c-486f-8e2c-4cdcdbeae38e · outbound

This paper cites write newline.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.643311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df004401-b288-4cf5-93f5-4781410e288d · outbound

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

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Chronos: Learning the Language of Time Series

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.649192Z

Source-reported events for the cited work

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Observation d40aa5a4-85ea-4992-8302-acc5c9b442af · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.949995Z

Source-reported events for the cited work

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Observation e4210c94-c567-4a51-b2e1-6c9356e0d85f · outbound

This paper cites Layer Normalization.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Layer Normalization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.659948Z

Source-reported events for the cited work

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Observation 40710c5c-ddaa-4ce4-8461-fd9fb28c7c62 · outbound

This paper cites N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.665252Z

Source-reported events for the cited work

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Observation 939fcc76-d80f-406b-9f1f-6ab4c742299e · outbound

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

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Long-term Forecasting with TiDE: Time-series Dense Encoder

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.670882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06161d41-85c7-4801-804c-6f29868abea2 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.676223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2be85eb1-01ae-4ae3-8374-febc7a5edc02 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.920128Z

Source-reported events for the cited work

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Observation 201d0239-c76e-40c6-b24a-29e33f45a46e · outbound

This paper cites J.; and Stock, J.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation J.; and Stock, J

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:27:52.901478Z

Source-reported events for the cited work

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Observation 175bbbf4-6480-432c-a57f-67876a99473c · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.883542Z

Source-reported events for the cited work

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Observation 6e814cc7-24e6-4aa4-827c-8e6952481b18 · outbound

This paper cites TimeGPT-1.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation TimeGPT-1

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.698074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e540ca21-7eb8-4998-9635-078141eacea4 · outbound

This paper cites Q.; and Murray-Smith, R.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Q.; and Murray-Smith, R

Reference 13

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Observation 84e490f2-769b-43a4-9d25-876a5a758775 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.844631Z

Source-reported events for the cited work

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This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.827479Z

Source-reported events for the cited work

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Observation 24b802aa-2948-4a0c-8552-67e41a110a67 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.809239Z

Source-reported events for the cited work

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Observation 37bc86fa-926e-460e-b648-ed8d08293e95 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.792949Z

Source-reported events for the cited work

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Observation bb79c634-3434-437b-912e-02a4888f7ead · outbound

This paper cites J.; and Athanasopoulos, G.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation J.; and Athanasopoulos, G

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:27:52.777627Z

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Observation deb2cf02-e087-4221-bc1b-6fa7be874679 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 19

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Observation 706223f1-ffbd-420e-8094-0d5f721c7ff2 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 20

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Source-reported events for the cited work

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Observation e4b56f9b-4547-4f8d-9171-d08a42a4499d · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Adam: A Method for Stochastic Optimization

Reference 21

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Observation 97b2c2cc-f4bc-4e77-98ba-64e9bf698c34 · outbound

This paper cites Reformer: The Efficient Transformer.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Reformer: The Efficient Transformer

Reference 22

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Observation 0eacd75f-f9be-42b7-9423-9f3a41720439 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.737430Z

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Observation 2026bfde-c87a-49ab-a0f7-d4891025af58 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.719383Z

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Observation cdc6b002-3dfd-4ce8-adf8-bfe99319817a · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.703353Z

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Observation 4fd89703-6fc9-4894-a41c-f4b1530bd6fa · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.686481Z

Source-reported events for the cited work

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Observation edc28dbc-23b3-4b98-9b02-0acb9dc42eb6 · outbound

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

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping

Reference 27

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Observation f3ed7c14-5138-47aa-8ee6-45f5252783b7 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.668679Z

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Observation 7fb77b5f-a200-4b01-8df8-59c148a761c2 · outbound

This paper cites X.; and Dustdar, S.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation X.; and Dustdar, S

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:27:52.651866Z

Source-reported events for the cited work

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Observation 7c97d1e8-4917-4bf4-9777-ca28d8eda4e1 · outbound

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

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 30

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Observation e0c0390c-a0df-4c55-8af3-75bc90d30961 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 31

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Source-reported events for the cited work

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Observation a9565b67-1d1c-485d-9a49-39c5e716f5dc · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.615863Z

Source-reported events for the cited work

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Observation ee3744e5-8429-4dff-b24c-cc375ab6f2f4 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 33

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Observation a77d36c5-6fee-4a89-96c8-7f438af9fc6f · outbound

This paper cites P.; Medeiros, M.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation P.; Medeiros, M

Reference 34

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Observation 36a5b3a3-ee97-4210-8173-df41d58297f1 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 35

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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 0065baa8-60fa-44ed-be5f-4bdcac7b68a9 · outbound

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

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T21:27:51.841111Z

Source-reported events for the cited work

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Observation 8c4f39fe-1328-4a4c-9422-d5ff71b869f2 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.560681Z

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This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

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Source-reported events for the cited work

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Observation af4987d6-9c56-466c-b887-b626dbe2b0b2 · outbound

This paper cites Z.; Barrow, D.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Z.; Barrow, D

Reference 39

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Observation cf64270b-c060-4670-a86d-b98e012c634e · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 40

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Source-reported events for the cited work

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Observation a71e5070-e57e-422e-94e6-23927a8bb104 · outbound

This paper cites An Analysis of Linear Time Series Forecasting Models.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation An Analysis of Linear Time Series Forecasting Models

Reference 41

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Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation N.; Kaiser, .; and Polosukhin, I

Reference 42

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Observation f66c7b55-0fab-47c0-9695-b74ca1a2b43e · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 43

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Source-reported events for the cited work

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Observation 6f7c352b-72b1-46a4-b502-232fb8860b05 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 44

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Observation ca8c9890-4e58-4015-89c9-b76e9f63b4aa · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 45

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Source-reported events for the cited work

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Observation 0cc1eb9e-7e61-447d-9bac-de6e6086aa6e · outbound

This paper cites Y.; and ZHOU, J.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Y.; and ZHOU, J

Reference 46

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Observation 4c8f4423-95ae-4503-b8d1-f4b98241d99e · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 47

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Source-reported events for the cited work

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Observation a64c4720-091a-43fe-9bfb-a2c0a4b12cb4 · outbound

This paper cites Transformers in Time Series: A Survey.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Transformers in Time Series: A Survey

Reference 48

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Observation 217d6d7e-9c66-49fa-bd37-c5af277990c1 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

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Source-reported events for the cited work

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Observation 0a0b5e2f-2d17-436b-a8e7-bc33e6267a72 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.367865Z

Source-reported events for the cited work

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Observation 83edda15-4a0e-45c4-8f53-95e966a49d8e · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 51

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Observation 5b38684b-5066-4a5d-bc7c-7964689e201b · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.337323Z

Source-reported events for the cited work

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Observation 657a2c23-3ae5-4001-a5eb-fa6593916deb · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

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Source-reported events for the cited work

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This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

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Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.307713Z

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 b695c605-4041-414f-bb59-b69b03fe69c1 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.289311Z

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 9f433e6a-3d3b-4f7e-8859-f0b7d2c82ff8 · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.271638Z

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 9c0e9b65-4f00-4cee-910c-b0125af40b5e · outbound

This paper cites an unresolved cited work.

Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:27:52.254288Z

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.

Pith citing papers

Observation 7f1633f1-0148-45dd-bed3-e1f94aa57e30 · inbound

Accurate Parameter-Efficient Test-Time Adaptation for Time Series Forecasting cites this paper.

Accurate Parameter-Efficient Test-Time Adaptation for Time Series Forecasting Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T21:46:17.712667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be25462d-76dc-4d16-958e-08cd5bcc8943 · inbound

STEPS: A Temporal Smooth Error Propagation Solver on the Manifolds for Test-Time Adaptation in Time Series Forecasting cites this paper.

STEPS: A Temporal Smooth Error Propagation Solver on the Manifolds for Test-Time Adaptation in Time Series Forecasting Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:05:54.621898Z

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.