Paper Citation Record · LEDGER

Watermarking Large Language Model-based Time Series Forecasting

As of 9 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2507.20762.

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

pith.paper-citation-record.v1
2507.20762 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:21:26.326087Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

44 of 44 outbound references displayed

verified exact1
verified fuzzy2
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e100f60-1d6d-4ae9-bede-005bb83b8bb3 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.265640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c9b0f510-7734-4c0d-a8d5-79a97296b902 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.245402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d889721-8b98-446c-8017-416f0bc929f4 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.223749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef9ed717-c80c-47dc-bd62-738df26ef8b1 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.205710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation da15a4b8-bdea-4356-b230-37a8316830ae · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.186486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 883a3c08-14d6-43b6-b9fb-05de41a6218c · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.096885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 273650db-8150-43b5-b858-30628554ab5b · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.103264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 253a2ec4-7348-4474-98f2-6ec75937883c · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.144942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6800aab1-daf2-4877-a37a-c7c4f3b6f47f · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.126945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d9ba3ca1-a618-49af-9525-4594fe999585 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.120405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59f0c38a-568e-49dc-aa5a-6971ec4d1fbe · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.126691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9223184f-e8c1-4568-bfc7-5da4e5208046 · outbound

This paper cites Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement.

Watermarking Large Language Model-based Time Series Forecasting Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.132153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6d1be69-4289-45fe-97b8-60f3c8b5a5af · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.138515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b66ec76-4704-4d84-bb8a-678e90af440b · outbound

This paper cites Watermarking Techniques for Large Language Models: A Survey.

Watermarking Large Language Model-based Time Series Forecasting Watermarking Techniques for Large Language Models: A Survey

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.144007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0d17de3-e403-426e-a257-fde306eb4216 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.069222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 359bc9b1-68d4-4eab-8038-9a922011d0c4 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.050500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e1db06a7-fed0-4c99-8608-b814bd081d68 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.162532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91f28e78-5917-4b76-b4ac-f1a804aa3566 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:27.021897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cc4adb00-6dd8-44a3-a33d-0fb510274a10 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.176431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7413fd12-0381-4909-b091-6956bad207f9 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

Watermarking Large Language Model-based Time Series Forecasting Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.183258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7a2c51f-db9a-44a8-9d25-e2ca677af53d · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.989146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c6748814-b2ca-4619-a697-7336910ca3e3 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.970371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eab726a5-c6a1-48b8-b8b5-37c791c4874c · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.951354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d11488c2-518b-40d5-8009-3103bb845d26 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.930370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 15422363-522e-4842-834f-ee24fdb249bf · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.912335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 92a2aee9-aea4-4479-ac02-6828b84c0559 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-06T13:21:26.583077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 05c78314-165b-421f-9079-34cb970aa711 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.892597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bfe77dde-c924-43de-89a7-28b3a74f14c6 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.872570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 52ef640b-a7cb-439e-a825-0e7c09d7c40d · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.853164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation acbdd3ae-d2ea-42c4-993d-453d1c860614 · outbound

This paper cites Deep Time Series Models: A Comprehensive Survey and Benchmark.

Watermarking Large Language Model-based Time Series Forecasting Deep Time Series Models: A Comprehensive Survey and Benchmark

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.244400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63bc0a7d-8e8b-480e-8a74-1869b01944a1 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.835620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4f02e4be-f3fc-46f1-b7a6-ceaf8126bc8d · outbound

This paper cites Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust.

Watermarking Large Language Model-based Time Series Forecasting Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.262206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9188049-dc24-4d36-b2db-c6edace34e00 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.268834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef283e3b-f832-44e5-8313-d12b17fc2e15 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.281791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adaeef2f-e2b8-4102-9c34-936d12876eb3 · outbound

This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Watermarking Large Language Model-based Time Series Forecasting In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:21:26.807953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d1b37f4-a0a3-4854-a80d-8962146f6888 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.760466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 12fa85bf-671e-4277-a72b-4aa51e9324f4 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.778831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 82082016-9ce0-4686-a29c-a5bd6fec7d6a · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.726219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 910ca155-3a6c-444c-8fd8-89b427784f1e · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:21:26.743157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ee53533-4200-48af-ac5d-46a054737ce4 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.321225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08e0bf93-2283-4d06-8d56-57a21b412b96 · outbound

This paper cites an unresolved cited work.

Watermarking Large Language Model-based Time Series Forecasting Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.310327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39e164a0-ab34-45f4-93a6-8ee70375e8a0 · outbound

This paper cites vocabulary.

Watermarking Large Language Model-based Time Series Forecasting vocabulary

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:21:26.678300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4da62299-e355-4fa2-8063-400ff6da9b6f · outbound

This paper cites Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey.

Watermarking Large Language Model-based Time Series Forecasting Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.091201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64262374-5624-4138-ab36-ae256c787937 · outbound

This paper cites Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting.

Watermarking Large Language Model-based Time Series Forecasting Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T13:21:26.315762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.