Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:25:05.211814Z
Paper Citation Record · LEDGER
Embracing Large Language Models in Traffic Flow Forecasting
As of 21 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 1 inbound Pith citation observation for arXiv:2412.12201.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-28T17:35:21.127740Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-01T20:56:14.210898Z
Reference resolution
95 of 95 outbound references displayed
- verified exact3
- verified fuzzy0
- unresolved92
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e6e9cafa-2df8-4f4b-a63d-b8b41e3f0f1b · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.708731Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4cbd4d2-849c-4ade-9749-06b553f61dde · outbound
This paper cites Chronos: Learning the Language of Time Series.
Embracing Large Language Models in Traffic Flow Forecasting Chronos: Learning the Language of Time Series
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.714335Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85dbde91-b0d0-466c-9103-be0261c7951d · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.720681Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a96649ef-c0f5-42dd-b996-7987cadc6126 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.726485Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67db5bdf-6f91-419f-abf5-b40d3985fc7c · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.731613Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75c570d1-2a7d-427e-84be-691bd0d9a764 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.737439Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8e709b1-503d-4257-96bf-1f8f8512ebc5 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.744071Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddb6075f-cb99-41f2-92ce-61a219cbf8d5 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.749698Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90f73a8f-7179-412c-a48f-58c7e161a24e · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.754469Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 167aad2b-813b-45cf-90c6-3d5fd34c6b15 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.761160Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 831bba8d-629b-43d7-b31b-2cb67566ee97 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.766355Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f22e3185-3e4f-4359-922c-670dc36e794b · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.771239Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8066c71-8760-4885-8fcf-797db0de62e3 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.776913Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79a07fbd-00c8-40ac-a043-d691f5ab2deb · outbound
This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.
Embracing Large Language Models in Traffic Flow Forecasting Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.782035Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b35083e-88b3-4a93-ac54-760593c5c160 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.787778Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eff66e1f-178b-4b72-b76a-bfdf894307fe · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.792606Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac49e4ad-476d-4ce6-bc80-f2acc3715dcc · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.798394Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6ce165d-6448-440b-8381-9b64f324c08d · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.986172Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 45ad90ba-a2a4-46ee-94ec-4968baa65007 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.968176Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3f61907d-cc59-44f6-8c05-2f46ce4668ec · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.950792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7bd5ea68-0a3e-4aaa-a0b5-8034a6f3f4bb · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.934206Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 924a0ee2-ae4d-4532-a494-141ae07dda77 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.917629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5b446d31-9c00-404c-b834-8ee9e63e1ef0 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.828264Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ad51a8a-317a-48fe-aae7-8bdf1d5b3f47 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.833188Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d25c697a-3486-4f3c-8069-6d822c491bae · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.890853Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ae835e75-97b7-4e53-b983-c409d96c591e · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.842723Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87dad0c3-1b33-41d7-b3db-4f4995cc196c · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.862115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f2a5e477-9b79-4120-806d-fa1d0b11d047 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.844816Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2a1bd3da-eeff-4765-a86c-067cb76ef999 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.827800Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c0deebc1-c79e-40a8-88f3-9200a1754722 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.809961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1b1e68ea-0fe8-4dd9-aa99-749789b5fb59 · outbound
This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.
Embracing Large Language Models in Traffic Flow Forecasting Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.868226Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9da1b053-85c0-4484-9b72-ea6d9d022f7e · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.792691Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4cb0fa79-e2c8-4f83-8d4f-88de952193b9 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.774253Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5828206e-913c-4b9a-8fdd-8ce0ab49211e · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.757141Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a3d15780-c8e6-4fd4-a370-38817e254744 · outbound
This paper cites Semi-Supervised Classification with Graph Convolutional Networks.
Embracing Large Language Models in Traffic Flow Forecasting Semi-Supervised Classification with Graph Convolutional Networks
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.887866Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 677de2c4-03c6-497f-b040-4451eb2811a4 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.739707Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 138ba1c1-af59-4a67-9f47-4632ec0bab6e · outbound
This paper cites Gonzalez, Hao Zhang, and Ion Stoica.
Embracing Large Language Models in Traffic Flow Forecasting Gonzalez, Hao Zhang, and Ion Stoica
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.897339Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 996e8540-b48c-49be-80c9-fc7bcfc0c3fa · outbound
This paper cites BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains.
Embracing Large Language Models in Traffic Flow Forecasting BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.902219Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6031a050-4782-454d-88d7-73390da6ff49 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.908059Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 514d4cf4-3939-4ff4-b551-f18624465020 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.701018Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 138426ef-41d3-40f7-9c4c-d0ba3bea5290 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.683759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4edc2de5-0c58-4721-ab36-609b5696924c · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 42
- Resolution
- verified exact
- arxiv_id_nonexistent, observed 2026-08-11T15:25:06.969174Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6f4847f7-88e5-40d5-a46d-8056067753da · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.667698Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d2773c2b-6dd0-45a2-ab38-ba609def857b · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.651298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5e2871aa-9224-408f-84cb-0ff84b7976f0 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.633548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6b785ce3-6b6d-4908-92df-801e02ef8f92 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.615907Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f63fdad1-cce1-4185-b7f1-0ce288fb6b96 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.599774Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 10348170-ecb1-465f-95f5-9e579d3efd72 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.582030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c6d76722-3960-43a1-ba18-3a5bfbc0c91e · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.564009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6c79d37c-7365-43b1-ab51-91fcc00a910c · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.965760Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2691109d-85b2-4367-af0d-2cf7fd0e2067 · outbound
This paper cites Spatial-Temporal Large Language Model for Traffic Prediction.
Embracing Large Language Models in Traffic Flow Forecasting Spatial-Temporal Large Language Model for Traffic Prediction
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.970553Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8650d1aa-bbaa-4783-ae41-c429e14945c5 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.537439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bc7ce2cb-c006-455d-b996-3fbffd65e49a · outbound
This paper cites Timer: Generative Pre-trained Transformers Are Large Time Series Models.
Embracing Large Language Models in Traffic Flow Forecasting Timer: Generative Pre-trained Transformers Are Large Time Series Models
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.980175Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 643ccf45-0470-4215-9431-7a1847363a83 · outbound
This paper cites Out-of-Distribution Representation Learning for Time Series Classification.
Embracing Large Language Models in Traffic Flow Forecasting Out-of-Distribution Representation Learning for Time Series Classification
Reference 54
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T15:25:05.421669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 58869990-b4fd-41c8-9e29-6c168eff551b · outbound
This paper cites Large Language Model Agent: A Survey on Methodology, Applications and Challenges.
Embracing Large Language Models in Traffic Flow Forecasting Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:04.990407Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8a207f6-cf93-49e9-87ef-28e157159d29 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.520158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ac8b0da0-6ef0-4703-bfb2-0ba64c3aaf07 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.503003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5db4115e-4bf4-4bc8-ac11-a4a160663066 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.006790Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8779b10-d02f-4372-9427-2bf4663f3e61 · outbound
This paper cites Large Language Models: A Survey.
Embracing Large Language Models in Traffic Flow Forecasting Large Language Models: A Survey
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.013053Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9612d458-2ebf-4a0d-8a8b-b21f847e6b96 · outbound
This paper cites TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models.
Embracing Large Language Models in Traffic Flow Forecasting TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.018601Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3144c726-57ac-451a-91d2-1fcf80e59ae2 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.475584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bec41254-a5c5-4c2a-861a-f64ea4462d48 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.458158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 74efcab4-6b00-41e8-af06-5a46279edda9 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.440487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4806cc11-2ba2-46ef-8d11-10287703b1e2 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.423800Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6a122f6c-b9d9-4820-b11d-9e9eee3a47d6 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.407063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1ec2d303-1151-42c5-90b4-dc55f71aacf6 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.389737Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 629e62d1-61b4-4942-bac8-9c42a02ba264 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 67
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.373075Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4aa91124-4ab2-4731-a5d0-9ad644a81d3f · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.060349Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a26fe634-93a7-4dca-afa5-9a24c9da1536 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.065531Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01a34156-ce83-406c-9b34-56221719c9b9 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.070484Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9364ff30-5fd3-4e48-b70d-112909b0db74 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.322002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c9db9567-0da4-429b-bc64-52869671665f · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.306333Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8645dd2c-1a3c-4650-960d-adf1f751e7f5 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.290879Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3fea7b2f-7062-4465-a37f-5e97021be1e2 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.274374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 256db8fc-2c50-437e-9c37-965ca05506b4 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.254300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 23cef86e-7169-472d-a66c-bbd49af4d019 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.237486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b74b83ca-a71e-4a1c-ad83-8462c330dad3 · outbound
This paper cites Unified Training of Universal Time Series Forecasting Transformers.
Embracing Large Language Models in Traffic Flow Forecasting Unified Training of Universal Time Series Forecasting Transformers
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.106956Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbfac02b-77ba-42f8-9257-bdbd1d4e248a · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.220148Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cc4c3497-47a5-4975-889b-71faefe22e0f · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.204095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bc7c4851-6246-4647-95f1-6728ffc3ea9c · outbound
This paper cites Spatial-Temporal Transformer Networks for Traffic Flow Forecasting.
Embracing Large Language Models in Traffic Flow Forecasting Spatial-Temporal Transformer Networks for Traffic Flow Forecasting
Reference 80
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.124504Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7cc34f9-b233-4d2a-a567-6952f663ad99 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 81
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.186202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 01baebd6-8550-4159-b0a7-0b6ab13e64ad · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 82
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.134616Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0273142-b276-48c8-915e-87ac3fb01dc5 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 83
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.157902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1dfeb5bd-9488-4b57-a20f-4ce097bc8ba3 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 84
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.145792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f435615f-2c89-48aa-96fa-0b3a74522df6 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 85
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.128734Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation faee175f-625d-4f12-bd75-d1409646ecde · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 86
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.111095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e46ebff4-c532-4434-9eb6-0c936b33d5cd · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 87
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.094453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 354d88ec-18c3-4e8b-8c79-7b5228491f3e · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 88
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.077093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8d70b125-07f3-4ac8-870f-e635a3fa5f5e · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 89
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.058995Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2e01cd14-4882-48a2-be40-a59e0b24b9b9 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 90
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.041918Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ea1b1e72-a284-4fc0-a841-f806ce2a5839 · outbound
This paper cites MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning.
Embracing Large Language Models in Traffic Flow Forecasting MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning
Reference 91
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T15:25:05.293076Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f6ec20c1-9cdb-491f-a559-a3a7ab5920a4 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 92
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.022048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ba8e0ff8-ce41-4459-8eb9-cee7366e6b98 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 93
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:08.004920Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e739c10d-074e-4b97-8abd-a374cf7f006c · outbound
This paper cites ChatGPT is on the Horizon: Could a Large Language Model be Suitable for Intelligent Traffic Safety Research and Applications?.
Embracing Large Language Models in Traffic Flow Forecasting ChatGPT is on the Horizon: Could a Large Language Model be Suitable for Intelligent Traffic Safety Research and Applications?
Reference 94
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T15:25:05.205804Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0e1f68d-48e8-4fca-9e82-b26a402056b7 · outbound
This paper cites an unresolved cited work.
Embracing Large Language Models in Traffic Flow Forecasting Unresolved cited work
Reference 95
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T15:25:07.987168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
Observation 4f7b6053-487a-45f0-9bae-4a6e2227b3b0 · inbound
Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support cites this paper.
Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support Embracing Large Language Models in Traffic Flow Forecasting
Reference 23
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T20:56:14.212367Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.