Paper Citation Record · LEDGER

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data

As of 16 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2608.10249.

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

pith.paper-citation-record.v1
2608.10249 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:14:21.257955Z

measured 29 of 29 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 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

29 of 29 outbound references displayed

verified exact0
verified fuzzy20
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 497e4d5f-39a1-4be1-a113-65dcecb6e881 · outbound

This paper cites Ais data,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Ais data,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.614570Z

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 34d3f170-0f1b-4315-a8e8-4d5424438e3e · outbound

This paper cites Vessel pattern knowledge discovery from ais data: A framework for anomaly detection and route prediction,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Vessel pattern knowledge discovery from ais data: A framework for anomaly detection and route prediction,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.144112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba8c7e46-da7d-4550-86d7-becaa1f1012d · outbound

This paper cites Modeling vessel behaviours by clustering ais data using optimized dbscan,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Modeling vessel behaviours by clustering ais data using optimized dbscan,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.598267Z

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 174c29d3-93f5-411f-ab19-4c09863d5c56 · outbound

This paper cites Ship ais trajectory clustering: An hdbscan-based approach,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Ship ais trajectory clustering: An hdbscan-based approach,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.587664Z

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 16a6070f-bb15-4645-9a33-f50d7aab8840 · outbound

This paper cites Application of three-dimensional hierarchical density-based spatial clustering of applications with noise in ship automatic identification system trajectory-cluster analysis,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Application of three-dimensional hierarchical density-based spatial clustering of applications with noise in ship automatic identification system trajectory-cluster analysis,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.577622Z

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 d3246238-5ac3-410b-905f-3fed464eb6e6 · outbound

This paper cites A novel ship trajectory clustering analysis and anomaly detection method based on ais data,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data A novel ship trajectory clustering analysis and anomaly detection method based on ais data,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.565546Z

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 2b95da4d-5d62-4dfb-8737-5140acaec52e · outbound

This paper cites Attention Is All You Need.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Attention Is All You Need

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.166134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 106ce63d-a019-45bb-819d-312798d60d59 · outbound

This paper cites Advancing artificial intelligence in ocean and maritime engineering: Trends, progress, and future directions,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Advancing artificial intelligence in ocean and maritime engineering: Trends, progress, and future directions,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.554442Z

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 584337c1-e06d-4bbe-9fe3-363eb97c4685 · outbound

This paper cites Harnessing the power of machine learning for ais data-driven maritime research: A comprehensive review,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Harnessing the power of machine learning for ais data-driven maritime research: A comprehensive review,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.543957Z

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 9f7355f0-7f7b-4b39-9994-1e6ccbb2c29f · outbound

This paper cites Multi-path long- term vessel trajectories forecasting with probabilistic feature fusion for problem shifting,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Multi-path long- term vessel trajectories forecasting with probabilistic feature fusion for problem shifting,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.532260Z

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 6405ef79-bfa0-4f2b-a068-2704d5bc9dca · outbound

This paper cites Probabilistic maritime trajectory prediction in complex scenarios using deep learning,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Probabilistic maritime trajectory prediction in complex scenarios using deep learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.513754Z

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 f343b4a2-6d05-4361-b2d0-1948f93e3742 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.194938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaf34045-39aa-45b0-9263-8d506a4edeca · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.198784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbe660ec-8dfd-42f3-b092-c2a5cc415a10 · outbound

This paper cites Trajectory pattern extraction and anomaly detection for maritime vessels,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Trajectory pattern extraction and anomaly detection for maritime vessels,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.502299Z

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 09fafff3-e3b0-4ee0-b25e-043cc6f9fd2c · outbound

This paper cites Navigation pattern extraction from ais trajectory big data via topic model,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Navigation pattern extraction from ais trajectory big data via topic model,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.491427Z

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 add7ac34-d7fc-4df6-91be-62e22b8a0461 · outbound

This paper cites Unsupervised maritime anomaly detection for intelligent situational awareness using ais data,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Unsupervised maritime anomaly detection for intelligent situational awareness using ais data,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.480761Z

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 7527c543-d2d5-4e18-8fe8-82bed60c3f6f · outbound

This paper cites Cure: An efficient clustering algorithm for large databases,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Cure: An efficient clustering algorithm for large databases,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.469711Z

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 887a2715-487e-4094-a592-17b0121ad9e0 · outbound

This paper cites Array programming with NumPy,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Array programming with NumPy,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.458365Z

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 3a6eed97-45f0-49b1-9adf-f6395b9f8cf4 · outbound

This paper cites Data structures for statistical computing in Python,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Data structures for statistical computing in Python,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.446584Z

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 18fd2aa1-4f83-4c40-833c-e65fc3477c06 · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Pytorch: An imperative style, high-performance deep learning library,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.434192Z

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 391d8ef5-1de5-4802-82dd-991128859c43 · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.229861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b0832d4-dc8b-4229-ae98-8cb58083bdf6 · outbound

This paper cites Transformers: State-of-the-art natural language processing,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Transformers: State-of-the-art natural language processing,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.417028Z

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 6d2ad43b-3d06-45ab-a80d-05b3ba72cc34 · outbound

This paper cites Polars: Dataframe library for rust and python,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Polars: Dataframe library for rust and python,

Reference 24

Resolution: malformed identifier; raw_fallback, observed 2026-08-14T04:14:21.404900Z

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 f1725fd1-79be-4a73-9d36-b25bc2d3faf5 · outbound

This paper cites Dtu computing center resources,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Dtu computing center resources,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.241832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30f1c790-08e4-43aa-beed-675256791d46 · outbound

This paper cites Decoupled Weight Decay Regularization.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Decoupled Weight Decay Regularization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.246441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e209e260-3007-48ef-94db-6e8679e27be5 · outbound

This paper cites Slink: an optimally efficient algorithm for the single-link cluster method,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Slink: an optimally efficient algorithm for the single-link cluster method,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.394018Z

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 0ac0634a-26cc-45a8-8858-6d6bbf0daf42 · outbound

This paper cites Single linkage versus average linkage clus- tering in machine cells formation applications,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Single linkage versus average linkage clus- tering in machine cells formation applications,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.382640Z

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 f74c32df-0284-4349-ae01-3a6cc1dcfd1c · outbound

This paper cites Hierarchical grouping to optimize an objec- tive function,.

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data Hierarchical grouping to optimize an objec- tive function,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:14:21.370203Z

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 4ab45c9d-5616-4ba1-865b-461556fee2f4 · outbound

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

STCAD: Scalable Trajectory Clustering and Anomaly Detection on Terabyte-Scale AIS Data TrAISformer -- A Transformer Network with Sparse Augmented Data Representation and Cross Entropy Loss for AIS-based Vessel Trajectory Prediction

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-14T04:14:21.183257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.