Paper Citation Record · LEDGER

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning

As of 13 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 5 inbound Pith citation observations for arXiv:2506.03128.

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

pith.paper-citation-record.v1
2506.03128 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:15:00.788697Z

measured 45 of 45 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T07:40:36.072978Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy25
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 83917674-6771-4740-85fa-0a0d1afba955 · outbound

This paper cites C., Rangapuram, S., Salinas, D., Schulz, J., Stella, L., T \"u rkmen, A.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning C., Rangapuram, S., Salinas, D., Schulz, J., Stella, L., T \"u rkmen, A

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:06.187799Z

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.

Observation 05b52881-b6a4-4f6e-a356-b293e27f4139 · outbound

This paper cites C., Rangapuram, S., Salinas, D., Schulz, J., Stella, L., T \"u rkmen, A.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning C., Rangapuram, S., Salinas, D., Schulz, J., Stella, L., T \"u rkmen, A

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:05.962552Z

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.

Observation 2d7d3b52-ce3e-41f0-bfd6-878f6647189b · outbound

This paper cites F., Stella, L., Turkmen, A.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning F., Stella, L., Turkmen, A

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:05.720841Z

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.

Observation bc23fc69-c12f-47f2-9512-a5973654025f · outbound

This paper cites F., Turkmen, C., Shchur, O., and Stella, L.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning F., Turkmen, C., Shchur, O., and Stella, L

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:05.495739Z

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.

Observation c01eab4a-eeca-4b99-a26a-aba73235cda3 · outbound

This paper cites an unresolved cited work.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:15:05.280198Z

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.

Observation 8cdfc254-a878-4dce-98c5-abde19e1fa0b · outbound

This paper cites an unresolved cited work.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:56.726267Z

Source-reported events for the cited work

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Observation 591d1765-643e-45d6-b79a-a939c310d411 · outbound

This paper cites G., Oreshkin, B.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning G., Oreshkin, B

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:56.873353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ae2f44-c2af-4191-ada0-c604467d3dd6 · outbound

This paper cites O., and Pfister, T.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning O., and Pfister, T

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:05.020824Z

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.

Observation 916be7a4-f4c7-4621-9aa3-2b466f590213 · outbound

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

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning A decoder-only foundation model for time-series forecasting

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:04.771423Z

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.

Observation 3bdab3b3-1364-47b1-b515-32a5304beb75 · outbound

This paper cites an unresolved cited work.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:15:04.524255Z

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.

Observation dcee8c96-94f7-4d09-a14d-bc4484d7c15c · outbound

This paper cites An Image is Worth 16x16 Words : Transformers for Image Recognition at Scale.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning An Image is Worth 16x16 Words : Transformers for Image Recognition at Scale

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:04.380168Z

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.

Observation 732e862b-e914-4da1-9514-2e8fb25487f0 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning An image is worth 16x16 words: Transformers for image recognition at scale

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:57.718752Z

Source-reported events for the cited work

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Observation 3ba48d23-9f97-47a8-b667-a8d6170e863c · outbound

This paper cites H., Gifford, W.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning H., Gifford, W

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:04.238026Z

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.

Observation 3bdd99dc-365e-429e-ad12-d15ab0228613 · outbound

This paper cites StatsForecast : Lightning fast forecasting with statistical and econometric models.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning StatsForecast : Lightning fast forecasting with statistical and econometric models

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:04.042785Z

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.

Observation 46565983-86da-4fed-aba1-9441848bee29 · outbound

This paper cites Rideshare dataset with missing values, July 2021.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Rideshare dataset with missing values, July 2021

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:03.886690Z

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.

Observation dc10e8bd-5772-4c6a-8343-67a4f63c14a8 · outbound

This paper cites Deep Residual Learning for Image Recognition , December 2015.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Deep Residual Learning for Image Recognition , December 2015

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:03.734223Z

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.

Observation 1eef1e72-2804-472c-b03c-bc7bbbb66923 · outbound

This paper cites TabPFN : A Transformer That Solves Small Tabular Classification Problems in a Second , September 2023.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning TabPFN : A Transformer That Solves Small Tabular Classification Problems in a Second , September 2023

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:03.584461Z

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.

Observation d3360f69-5022-4459-9639-f6cd359c0e24 · outbound

This paper cites Forecasting with Exponential Smoothing.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Forecasting with Exponential Smoothing

Reference 18

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Source-reported events for the cited work

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Observation 686c8b76-3a1e-4bd7-aefa-ad7b77c2168e · outbound

This paper cites X., and Wang, J.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning X., and Wang, J

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:03.397151Z

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.

Observation 567b1f31-c505-4c6d-8ea4-f415431ed8c1 · outbound

This paper cites Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:03.212999Z

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.

Observation 163eb6a2-9a0d-48a7-bfa3-9442e5d815de · outbound

This paper cites D., and Weron, R.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning D., and Weron, R

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:58.880450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 887d9af0-aee8-4fd9-9977-f641f28a82c1 · outbound

This paper cites \"O ., Loeff, N., and Pfister, T.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning \"O ., Loeff, N., and Pfister, T

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:59.015716Z

Source-reported events for the cited work

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Observation 58c98959-9f41-4063-b75a-c787db70a6a1 · outbound

This paper cites and Hutter, F.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning and Hutter, F

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:03.042622Z

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.

Observation 2c86d928-1020-4cc0-8adb-e3b4ceb5e40a · outbound

This paper cites P., Grabocka, J., and Hutter, F.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning P., Grabocka, J., and Hutter, F

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:02.875043Z

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.

Observation e24638b6-a222-44e6-b4b2-c207f23594db · outbound

This paper cites H., Sinthong, P., and Kalagnanam, J.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning H., Sinthong, P., and Kalagnanam, J

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:02.708846Z

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.

Observation b04e0535-b1d3-4d40-81ab-6f44f3fb3a80 · outbound

This paper cites G., Challu, C., Marcjasz, G., Weron, R., and Dubrawski, A.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning G., Challu, C., Marcjasz, G., Weron, R., and Dubrawski, A

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:59.558028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32e49f98-d284-408d-aee8-83839d3e1632 · outbound

This paper cites N., Carpov, D., Chapados, N., and Bengio, Y.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning N., Carpov, D., Chapados, N., and Bengio, Y

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:02.547791Z

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.

Observation 870b73db-8501-427c-b8c4-597a3e410738 · outbound

This paper cites PPG-DaLiA.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning PPG-DaLiA

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:59.858886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c91c727-5dd9-475c-aacc-eaf11980f6c5 · outbound

This paper cites DeepAR : Probabilistic forecasting with autoregressive recurrent networks.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning DeepAR : Probabilistic forecasting with autoregressive recurrent networks

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:14:59.940943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94d3491c-6ead-4fc3-9437-fa4afb2540f3 · outbound

This paper cites K., Greff, K., and Schmidhuber, J.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning K., Greff, K., and Schmidhuber, J

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:02.338108Z

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.

Observation b1d22069-eefc-463b-9a94-75dc85b7252c · outbound

This paper cites RoFormer : Enhanced Transformer with Rotary Position Embedding , November 2023.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning RoFormer : Enhanced Transformer with Rotary Position Embedding , November 2023

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:02.185782Z

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.

Observation 4ea8c137-2e06-41f7-a231-5170ab97bfc9 · outbound

This paper cites W., Narang, S., Yogatama, D., Vaswani, A., and Metzler, D.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning W., Narang, S., Yogatama, D., Vaswani, A., and Metzler, D

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:01.988696Z

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.

Observation 8c85970d-c502-4a39-bc43-492d1d9b392c · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning LLaMA: Open and Efficient Foundation Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:15:00.235511Z

Source-reported events for the cited work

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Observation 1c295fe3-15d5-4ee1-902a-1a8a32eb9125 · outbound

This paper cites N., Kaiser, L., and Polosukhin, I.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning N., Kaiser, L., and Polosukhin, I

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:01.796575Z

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.

Observation d07ba569-b50a-4fc4-8b7c-14f5fa2b5351 · outbound

This paper cites V., Pan, S., and Wang, Y.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning V., Pan, S., and Wang, Y

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:01.580258Z

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.

Observation cbc303e0-cc3f-465b-970d-0838e9d67bc5 · outbound

This paper cites Unified Training of Universal Time Series Forecasting Transformers.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Unified Training of Universal Time Series Forecasting Transformers

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:01.431743Z

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.

Observation 047c4aee-55a8-47e9-8a01-2c51ef1192c1 · outbound

This paper cites an unresolved cited work.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:15:00.529236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b00a23fc-34c7-41ff-83c3-d2c422f91be3 · outbound

This paper cites Forecasting Fine-Grained Air Quality Based on Big Data.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Forecasting Fine-Grained Air Quality Based on Big Data

Reference 38

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T11:15:01.099128Z

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.

Observation 4e81bb3a-0314-44fe-b063-d38107f70405 · outbound

This paper cites Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:15:00.675627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9350092d-3ca5-48a1-b116-07d6b2cc149e · outbound

This paper cites SDWPF : A Dataset for Spatial Dynamic Wind Power Forecasting Challenge at KDD Cup 2022, August 2022.

Zero-Shot Time Series Forecasting with Covariates via In-Context Learning SDWPF : A Dataset for Spatial Dynamic Wind Power Forecasting Challenge at KDD Cup 2022, August 2022

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:15:01.265795Z

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

Observation a9586bb6-7c5a-4203-af4b-b0642d4c7924 · inbound

Why Do Time Series Models Need Long Context Windows? cites this paper.

Why Do Time Series Models Need Long Context Windows? Zero-Shot Time Series Forecasting with Covariates via In-Context Learning

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:56:16.534048Z

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.

Observation 1957218f-d716-4f0d-a490-473b2087079e · inbound

CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting cites this paper.

CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting Zero-Shot Time Series Forecasting with Covariates via In-Context Learning

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:27:37.171432Z

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.

Observation 730ed5c8-1dbc-4d3f-9bfb-35c72c41f3a8 · inbound

CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting cites this paper.

CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting Zero-Shot Time Series Forecasting with Covariates via In-Context Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T07:40:36.072978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 291597f4-afc8-40e2-823d-7a488139f2f4 · inbound

TiRex-2: Generalizing TiRex to Multivariate Data and Streaming cites this paper.

TiRex-2: Generalizing TiRex to Multivariate Data and Streaming Zero-Shot Time Series Forecasting with Covariates via In-Context Learning

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T14:57:03.622458Z

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.

Observation c0fbb882-9a86-4d08-9c51-fd031a3a8051 · inbound

RMISC: A Large-scale Real-world Multivariate Corpus for Time Series Foundation Models cites this paper.

RMISC: A Large-scale Real-world Multivariate Corpus for Time Series Foundation Models Zero-Shot Time Series Forecasting with Covariates via In-Context Learning

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-07-08T04:14:29.631594Z

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.