Paper Citation Record · LEDGER

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting

As of 15 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 3 inbound Pith citation observations for arXiv:2508.07668.

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

pith.paper-citation-record.v1
2508.07668 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:59:05.234979Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T18:57:29.557841Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:37:26.036685Z

Reference resolution

33 of 33 outbound references displayed

verified exact1
verified fuzzy6
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f14b37fb-41c4-4822-ab31-ab381dbadde7 · outbound

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

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.726271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c50b8471-750f-455f-a930-a7d2029dbc15 · outbound

This paper cites write newline.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.832983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db759214-5b78-459f-ae8c-8d7feab4c83a · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.975908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9be0d086-7305-4c53-8a4c-8c9ba00871c2 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:12.386721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 65275ff6-95d9-45c4-b29e-79f37ddc6de7 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:12.079298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7878e236-e677-4464-b888-c91e233671e7 · outbound

This paper cites Mixtral of Experts.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Mixtral of Experts

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.364231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e36d674-6ace-4605-ab54-36268fecb196 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:11.789827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 217ce3da-4cb4-4f27-81c0-191fff550679 · outbound

This paper cites K.; Kapadia, V.; Vilwathilakam, A.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting K.; Kapadia, V.; Vilwathilakam, A

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:59:11.560635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 17d75a4e-d06e-4be0-812b-008acb0a11b4 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:11.258577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c18eaa74-b37e-40b3-a106-76eb377de79e · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:10.980591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 72af7e5d-838e-46ba-84e9-8492355a7b4e · outbound

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

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:02.072968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16386115-234b-4277-ad62-0e8b86df153e · outbound

This paper cites E.; Martignoni, M.; Roman, F.; and Foti, E.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting E.; Martignoni, M.; Roman, F.; and Foti, E

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:59:10.700513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 07572125-72a6-4de9-82c1-ca303fa0396b · outbound

This paper cites TrAISformer -- A Transformer Network with Sparse Augmented Data Representation and Cross Entropy Loss for AIS-based Vessel Trajectory Prediction.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting TrAISformer -- A Transformer Network with Sparse Augmented Data Representation and Cross Entropy Loss for AIS-based Vessel Trajectory Prediction

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-05T21:59:05.549824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1903671a-da27-4ec3-b156-bd74f93d9cba · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:10.420722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 55f8af85-0d36-4ea8-85ec-ea6c32f84cb9 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:10.074159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 783a8972-772c-4861-9938-72a1179114c1 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:09.836216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9db44c9c-9c6b-469f-978f-fb0559c3af01 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:09.541909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d392a11f-d713-4d55-9e68-7d4639931973 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:09.270784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 283d7b75-c2f1-4476-932b-63f05c128039 · outbound

This paper cites Y.; Hansen, M.; and Yoon, Y.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Y.; Hansen, M.; and Yoon, Y

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:59:09.016905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fc9fa15a-3bc5-4a65-97a1-b575b15b1b7b · outbound

This paper cites K.; Fowdur, J.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting K.; Fowdur, J

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:59:08.704415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 91a434ae-f813-4f80-973e-e180916043a6 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:08.463892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e2be7ad3-a659-4ad5-b46c-8233a7a32541 · outbound

This paper cites Qwen2 Technical Report.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Qwen2 Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:03.741083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 244b066c-87db-40ca-8ba0-28d6a07d35f1 · outbound

This paper cites A.; and Brekke, E.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting A.; and Brekke, E

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:59:08.258832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation edd76414-e023-4b27-852b-3e1bfcbf7cd4 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:07.984587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 03112a06-a055-4ed7-b227-34c0c762f4a3 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:07.757036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 500ed5b2-a6bc-4dc1-8fd6-8c63cfa1da47 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:07.505778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 016a6f74-251a-421d-84f1-c5ffbdb337e8 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:07.202909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8d00cf3e-83b4-4924-9306-2bb467f8d4af · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:06.954686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d0aa9ec0-0475-4e6b-9c44-aa1086ea3bad · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:06.640682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f05b90e2-20b8-4227-80c2-1c25ed01aefa · outbound

This paper cites Qwen3 Technical Report.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Qwen3 Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:04.849067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53472618-e231-4c54-981d-49b014e6aace · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:06.358034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 221618ac-2716-4113-be7e-bb2b9c6ddc59 · outbound

This paper cites an unresolved cited work.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:06.089419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2a3c08e1-824c-48b8-952a-8a1b967bfc74 · outbound

This paper cites K.; and Lekkas, D.

AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting K.; and Lekkas, D

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:59:05.824002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation 2013a546-fcf4-443c-8d12-43e0332bff8b · inbound

When control meets large language models: From words to dynamics cites this paper.

When control meets large language models: From words to dynamics AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting

Reference 153

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:54:13.222791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0d9b6d72-e19e-4a0e-a870-23d86b60d224 · inbound

CmIVTP: Cross-modal Interaction-based Vessel Trajectory Prediction for Maritime Intelligence cites this paper.

CmIVTP: Cross-modal Interaction-based Vessel Trajectory Prediction for Maritime Intelligence AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.357626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ae3da14d-4974-4eb7-a903-f257f7ff764a · inbound

Towards Long-Horizon Vessel Trajectory and Destination Forecasting with Reasoning Large Language Models cites this paper.

Towards Long-Horizon Vessel Trajectory and Destination Forecasting with Reasoning Large Language Models AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:37:26.038874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.