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Paper Citation Record · LEDGER

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

As of 8 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 2 inbound Pith citation observations for arXiv:2506.00831.

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

pith.paper-citation-record.v1
2506.00831 v2

Coverage vector

measured 95 of 95 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:01:43.532093Z

measured 97 of 97 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T09:16:25.745868Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T23:35:51.353587Z

Reference resolution

95 of 95 outbound references displayed

  • verified exact9
  • verified fuzzy44
  • unresolved37
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e1708120-3dbb-4501-8e45-eaf6225cd95b · outbound

This paper cites A survey on intelligent transportation systems,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems A survey on intelligent transportation systems,

Reference 1

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source=pdf_text observed=2026-08-07T12:01:43.226155Z digest=sha256:9c40d8ff5c9b66eceb75620d84d16c8193ce280ff6b4933d3d2ec762c58bbe7a

Observation e9e11ac8-ed01-4e72-abff-fb28221c4c6a · outbound

This paper cites A Survey on the Current Security Landscape of Intelligent Transportation Systems,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems A Survey on the Current Security Landscape of Intelligent Transportation Systems,

Reference 2

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source=pdf_text observed=2026-08-07T12:01:43.230418Z digest=sha256:9b46e1dd5aa0c355f0bcb23c67ab7d383dc0b17ad745031cf74672850cbc91b8

Observation d71a0273-f32e-4b1b-adf4-9135a9d74fc7 · outbound

This paper cites Security and Privacy Issues in Intelligent Transportation Systems: Classification and Challenges,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Security and Privacy Issues in Intelligent Transportation Systems: Classification and Challenges,

Reference 3

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Observation 748e4658-1e57-4344-b39c-b162cdb8cb55 · outbound

This paper cites Under Attack: Trucking industry increasingly at risk of cyberattacks,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Under Attack: Trucking industry increasingly at risk of cyberattacks,

Reference 4

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source=pdf_text observed=2026-08-07T12:01:43.238707Z digest=sha256:ff175d455b24ad0b6bde0675c136acab89103bc8248c0f0b30ba92c8e380c829

Observation 11e1efef-6faf-4686-bce4-59b31050da5c · outbound

This paper cites Aviation is facing a rising wave of cyber-attacks in the wake of COVID.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Aviation is facing a rising wave of cyber-attacks in the wake of COVID

Reference 5

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source=pdf_text observed=2026-08-07T12:01:43.241943Z digest=sha256:63d170eb89b3b1a53031782b71e526ad30e046dc20f47533911b7aaed1db06ac

Observation f7aeadbf-cd29-45ff-8f7a-21675a3ecafb · outbound

This paper cites IAPH Cybersecurity Guidelines for Ports and Port Facilities,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems IAPH Cybersecurity Guidelines for Ports and Port Facilities,

Reference 6

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source=pdf_text observed=2026-08-07T12:01:43.245612Z digest=sha256:7e04b035a705ce77daf8c48169f72250da7dd5cf8958c274f309b75c1564bb96

Observation 0a89bd56-531f-4b66-afe7-7953a0b75541 · outbound

This paper cites Threat modeling – A systematic literature review,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat modeling – A systematic literature review,

Reference 7

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source=pdf_text observed=2026-08-07T12:01:43.252676Z digest=sha256:71bfebdd4cf489756e3d2463a2bec59978000bbbdbdb434c5e381a1cbac7cd57

Observation a9c208a0-1b3c-4889-b87f-58cff77fc8c3 · outbound

This paper cites Swiderski and W.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Swiderski and W

Reference 8

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source=pdf_text observed=2026-08-07T12:01:43.256709Z digest=sha256:20a0eb6caca2ed3fa034ac0fe6b0299d4337a1cc15feafd4a928a6d3e27ae870

Observation ef85fd73-2d94-4e52-91c2-0c458f111b90 · outbound

This paper cites DNS Rebinding Threat Modeling and Security Analysis for Local Area Network of Maritime Transportation Systems,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems DNS Rebinding Threat Modeling and Security Analysis for Local Area Network of Maritime Transportation Systems,

Reference 9

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source=pdf_text observed=2026-08-07T12:01:43.259751Z digest=sha256:14982fe9e1aa0ba6a7cd9b66fffe446812531b9d7db8c72695525b48686ec0f8

Observation 8ca11cc3-fdcb-4aae-adb7-8a6bc2d43bb2 · outbound

This paper cites Threat Modeling and Attack Simulations of Connected Vehicles: Proof of Concept,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat Modeling and Attack Simulations of Connected Vehicles: Proof of Concept,

Reference 10

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doi, observed 2026-08-07T12:01:43.716625Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.263102Z digest=sha256:41ee99cb9d0c71f40dd202cf020d3ffce40c2fe599e4bca2645613af39713047

Observation 53f1bf28-7a4e-493a-becd-a04da19e1feb · outbound

This paper cites ASATM: Automated security assistant of threat models in intelligent transportation systems,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems ASATM: Automated security assistant of threat models in intelligent transportation systems,

Reference 11

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source=pdf_text observed=2026-08-07T12:01:43.266335Z digest=sha256:ba5c4d84188d0a3d682cb036f9dce70701d3f90205e2a25e63437455444bf401

Observation b416188f-fd46-44c5-b9cb-b6bd3410f86b · outbound

This paper cites Threat Modeling - Perhaps It’s Time,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat Modeling - Perhaps It’s Time,

Reference 12

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source=pdf_text observed=2026-08-07T12:01:43.269581Z digest=sha256:5a2595ce85fbb7bf45df07641d5c9a0ad85d75960b882cc05e84d265087ca5b9

Observation 3d911c86-f61a-49d9-a042-cbbb7fa4b07e · outbound

This paper cites MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems MITRE ATT&CK®

Reference 13

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source=pdf_text observed=2026-08-07T12:01:43.272816Z digest=sha256:b7bc33634d2bf41c41e5a990790900de5520a5d5d7dff068fe2f4eaeb4567c17

Observation f1e3ce09-c772-4cb6-b8eb-5ba3b61215f2 · outbound

This paper cites CVE: Common Vulnerabilities and Exposures.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems CVE: Common Vulnerabilities and Exposures

Reference 14

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source=pdf_text observed=2026-08-07T12:01:43.275908Z digest=sha256:4744b3e59738c30ea2e406eeffda60e2ebca3905cce9a47952492a8a2acc54f1

Observation 29063086-e548-48e7-ae5d-4f084ca62ace · outbound

This paper cites Known Exploited Vulnerabilities Catalog | CISA.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Known Exploited Vulnerabilities Catalog | CISA

Reference 15

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source=pdf_text observed=2026-08-07T12:01:43.282146Z digest=sha256:88ed1588ceb927ae880c3555927705e4dc95b40d630489b67929c3c85a40d63a

Observation fb1fe2e4-f90f-4c23-b518-69170ca3b821 · outbound

This paper cites Available: https://www.cve.org/.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Available: https://www.cve.org/

Reference 16

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source=pdf_text observed=2026-08-07T12:01:43.278936Z digest=sha256:c9de8caac8c567555d8f46db31d288e15b5ac7196d20cd9f7dc4655fda50ba03

Observation 2b3b3328-f7a6-462b-a2ce-10eed2c1a715 · outbound

This paper cites Threat modeling of industrial control systems: A systematic literature review,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat modeling of industrial control systems: A systematic literature review,

Reference 17

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source=pdf_text observed=2026-08-07T12:01:43.289020Z digest=sha256:b352bb51b6b39c15f493c6008d8e8b7b16cf31fb2a666904bd592416ed283dfc

Observation 83f481b1-aef1-4cb7-86a3-8e1ce8ad8d36 · outbound

This paper cites CVSS v3.1 Specification Document,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems CVSS v3.1 Specification Document,

Reference 18

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source=pdf_text observed=2026-08-07T12:01:43.285267Z digest=sha256:812dec81bb351f0d8761d8da634d371c24ce4dc4a511187b8204f5fe751a6841

Observation 6eaa2e26-d1f4-4e1e-af53-5c2f1ade5bd8 · outbound

This paper cites Systematic literature review of threat modeling and risk assessment in ship cybersecurity,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Systematic literature review of threat modeling and risk assessment in ship cybersecurity,

Reference 19

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source=pdf_text observed=2026-08-07T12:01:43.296294Z digest=sha256:6f5ce4f087396c3f6f413777912f3672d451d75f54b0712f518699cbe5eefaf3

Observation 5da2e1b3-97d3-474e-b98e-69dfd9d00dc2 · outbound

This paper cites Threat Modeling and Assessment Methods in the Healthcare-IT System: A Critical Review and Systematic Evaluation,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat Modeling and Assessment Methods in the Healthcare-IT System: A Critical Review and Systematic Evaluation,

Reference 20

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source=pdf_text observed=2026-08-07T12:01:43.292828Z digest=sha256:a66d7a150484158a29997cbd634a17da53eede35b4c56302bdbfee66f4bc9d4f

Observation a5d02382-bfa9-48e4-92a8-63e0320fb33e · outbound

This paper cites Extensive Review of Threat Models for DevSecOps,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Extensive Review of Threat Models for DevSecOps,

Reference 21

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source=pdf_text observed=2026-08-07T12:01:43.302738Z digest=sha256:436e211f0b4a54f4d2ba13299c44b564b778032d5c338446a81f43ff2e9b0753

Observation b68547a1-6da4-48bd-9061-3767081cd447 · outbound

This paper cites Threat Modeling for the Defense Industry: Past, Present, and Future,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat Modeling for the Defense Industry: Past, Present, and Future,

Reference 22

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source=pdf_text observed=2026-08-07T12:01:43.299439Z digest=sha256:bca3ce0244b487d1016b722327a3bd8c751a42ed0e6fb6998a0a96b2a78c283d

Observation e697b534-1a5b-4dbc-bb3f-a5777a51220c · outbound

This paper cites Threat Modeling in Cloud Computing - A Literature Review,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat Modeling in Cloud Computing - A Literature Review,

Reference 23

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source=pdf_text observed=2026-08-07T12:01:43.308862Z digest=sha256:a2c7e7fe3f7a00368a7af2c2a5c43c9e84929c7bc0346d8021ef129104fec86c

Observation 11ef05bb-8bed-4731-ad3b-76342d7b3b6f · outbound

This paper cites Machine-Generated Text: A Comprehensive Survey of Threat Models and Detection Methods,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Machine-Generated Text: A Comprehensive Survey of Threat Models and Detection Methods,

Reference 24

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source=pdf_text observed=2026-08-07T12:01:43.305790Z digest=sha256:2b8f57e0a18dd7e0d90d8ad0f2e7cb60834efdbc13ddef017d623714e6ba959f

Observation 434736e9-ba69-48f9-a693-412c0e6fad74 · outbound

This paper cites Threat modeling for aviation computer security,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat modeling for aviation computer security,

Reference 25

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source=pdf_text observed=2026-08-07T12:01:43.316183Z digest=sha256:f052e233de0021f1c06bc90e6fae9309bd9b34416cf5a612d1b038405e6c4e7e

Observation 175be52a-3697-4c51-b06e-cee710905651 · outbound

This paper cites An extensible pattern-based library and taxonomy of security threats for distributed systems,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems An extensible pattern-based library and taxonomy of security threats for distributed systems,

Reference 26

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source=pdf_text observed=2026-08-07T12:01:43.312081Z digest=sha256:8c13c5a0264814830724f9bc67dfe4ae018d764ac2a9cb5a4180aadbdd91cdaf

Observation 70504d4e-47ea-4816-b889-f1ec970b7569 · outbound

This paper cites On security development lifecycle: conceptual description of vulnerabilities, risks, and threats,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems On security development lifecycle: conceptual description of vulnerabilities, risks, and threats,

Reference 27

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source=pdf_text observed=2026-08-07T12:01:43.324020Z digest=sha256:6d1c43d9360963a2a70983e4759a1c439a8b87df99efcfe0105005e51cc1ac51

Observation f5772b3a-425c-4f99-9609-8a755c10d8bb · outbound

This paper cites Cyber security threat modeling based on the MITRE Enterprise ATT&CK Matrix,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Cyber security threat modeling based on the MITRE Enterprise ATT&CK Matrix,

Reference 28

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doi, observed 2026-08-07T12:01:43.658580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.320614Z digest=sha256:29dbef7b137b8d5c43c5adc0c8e55a7b03ca45b5508523268c9660f9fba43634

Observation 06d84a90-0ece-4cb6-a48d-db0f6aefd0cb · outbound

This paper cites Threat Analysis and Risk Assessment for Connected Vehicles: A Survey,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat Analysis and Risk Assessment for Connected Vehicles: A Survey,

Reference 29

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verified exact
doi, observed 2026-08-07T12:01:43.637997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.331023Z digest=sha256:341080dad8db99990912d37274bef41c98340dff4a5622f2c58e099e130cb66c

Observation 5186a801-0a6a-481b-aa25-21c39d5a672f · outbound

This paper cites Demystifying the threat modeling process,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Demystifying the threat modeling process,

Reference 30

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doi, observed 2026-08-07T12:01:43.648238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.327769Z digest=sha256:87fdc511231b290387728c75cdb00ac68688ac50241e7bbd1dde8c10ea9b36b1

Observation 80e17aa7-abd4-4e76-89b5-04fb2dcbe722 · outbound

This paper cites Microsoft Threat Modeling Tool overview - Azure.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Microsoft Threat Modeling Tool overview - Azure

Reference 31

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source=pdf_text observed=2026-08-07T12:01:43.337795Z digest=sha256:4bff1a535e8b20085598c8c6f9fdbc340df044f21e8492c3f229a05c734b7cf6

Observation b6f2867c-ecff-4070-875d-003b264bb515 · outbound

This paper cites Introduction to the OCTAVE® Approach,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Introduction to the OCTAVE® Approach,

Reference 32

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source=pdf_text observed=2026-08-07T12:01:43.334482Z digest=sha256:e0eefa6d80ef0fc0e457565482e4554e16d60d63e17df1b332f359ff752b6cd2

Observation 51250f09-97b6-4d2d-b867-2b575b18d092 · outbound

This paper cites UcedaVelez and M.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems UcedaVelez and M

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.713727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.344233Z digest=sha256:734b4ba8cbc8547b92bb1fecce5621f1a7cc6d148c2ca0fead19abb77d155c9a

Observation 039f5e96-f51c-4290-a75a-747b7b443276 · outbound

This paper cites A privacy threat analysis framework: supporting the elicitation and fulfillment of privacy requirements,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems A privacy threat analysis framework: supporting the elicitation and fulfillment of privacy requirements,

Reference 34

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source=pdf_text observed=2026-08-07T12:01:43.340594Z digest=sha256:c91fe01c3b840fc143eb902bd872edc7447aec330dfb97a162dc0ea44fa45975

Observation 64676ee1-3b1a-4dec-96eb-b43e6f44baa5 · outbound

This paper cites Attack trees,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Attack trees,

Reference 35

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raw_fallback, observed 2026-08-07T12:01:45.675437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.353881Z digest=sha256:0392def96df2c2d91d0bd6a894a81762b01918d683ddcdb6fbc78069135ec362

Observation 2337b332-9edd-496a-ac23-e805f04ca265 · outbound

This paper cites DLTIF: Deep Learning-Driven Cyber Threat Intelligence Modeling and Identification Framework in IoT-Enabled Maritime Transportation Systems,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems DLTIF: Deep Learning-Driven Cyber Threat Intelligence Modeling and Identification Framework in IoT-Enabled Maritime Transportation Systems,

Reference 36

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raw_fallback, observed 2026-08-07T12:01:44.283688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.357812Z digest=sha256:c2d44002d04bc33638d799e6559e537d97ff98f9a72bf9bf9f1b41b892aa36fa

Observation 46cdecbc-0d2b-4c53-b16b-d911262b4a12 · outbound

This paper cites Threat modeling using attack trees,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threat modeling using attack trees,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.688537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.350831Z digest=sha256:ea4d9135e00ae80befe9061bd2c927fc4757450d1c58af651490afb46ae1451d

Observation 4479262f-938b-449a-85e8-55bec8684813 · outbound

This paper cites Towards comprehensive threat modeling for vehicles,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Towards comprehensive threat modeling for vehicles,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.662734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.364297Z digest=sha256:e11088ba21ebce27a9dd19ca2a49fc32819adfc620a5f6a3e6bdd8f1e4210d3b

Observation 6046f0c4-f16e-4ee4-8018-249ba6432a44 · outbound

This paper cites Leveraging Multimodal Retrieval-Augmented Generation for Cyber Attack Detection in Transit Systems,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Leveraging Multimodal Retrieval-Augmented Generation for Cyber Attack Detection in Transit Systems,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.367430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.367430Z digest=sha256:6ed26fb510a7df0671d8b925f698f773afbe0a027abac754703acb388d7e7500

Observation 655335e6-b937-40d5-8c6c-957491720a55 · outbound

This paper cites Wireless Networks with Asynchronous Users.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Wireless Networks with Asynchronous Users

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.360778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.360778Z digest=sha256:7eabcfe49de824cab634e33584f9fc8e4ca37baeaee3e51d3f240ca986d3705d

Observation 20d5cf75-433e-4e9c-b344-897119bfc2d2 · outbound

This paper cites Automated Mapping of Common Vulnerabilities and Exposures to MITRE ATT&CK Tactics,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Automated Mapping of Common Vulnerabilities and Exposures to MITRE ATT&CK Tactics,

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.374215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.374215Z digest=sha256:3eedaa9533e415e525db9dfb1a5cd703f4218dd4d6a05acf62f664a6ed6556b7

Observation ceae8854-58f5-418c-bacc-b4e12ce4fb42 · outbound

This paper cites Labeling Network Intrusion Detection System (NIDS) Rules with MITRE ATT&CK Techniques: Machine Learning vs. Large Language Models,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Labeling Network Intrusion Detection System (NIDS) Rules with MITRE ATT&CK Techniques: Machine Learning vs. Large Language Models,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.377209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.377209Z digest=sha256:3ea452a7531c970bc0fa82aaeff3eeee149eb8c3f1299096f9d8b4cba54b8650

Observation ffe6027a-f5f3-4433-ad77-8c6e5b8b5deb · outbound

This paper cites Using Natural Language Processing Tools to Infer Adversary Techniques and Tactics Under the Mitre ATT&CK Framework,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Using Natural Language Processing Tools to Infer Adversary Techniques and Tactics Under the Mitre ATT&CK Framework,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.371196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.371196Z digest=sha256:89a0f57432531d81dd1a2ae2118c6d10c329ed8dce575fe06a588df241c591df

Observation ecb85706-efe2-4a65-a216-c4a2d9796afa · outbound

This paper cites Experiences Threat Modeling at Microsoft.,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Experiences Threat Modeling at Microsoft.,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.637858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.383110Z digest=sha256:2b54134f300efcda0d72de1df6bcfce2954117e909e03db9423bb37ca4b4950c

Observation ae1d73de-6628-49cc-acb8-2bb180c89559 · outbound

This paper cites Architecture Reference for Cooperative and Intelligent Transportation.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Architecture Reference for Cooperative and Intelligent Transportation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.625458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.386183Z digest=sha256:db180b13703e673380170a3bca355c9ab2e880443d6d6369467f7217f5d2f30a

Observation 650a3a99-2008-4b42-8558-9189d67e5ae9 · outbound

This paper cites Threats - Microsoft Threat Modeling Tool - Azure.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Threats - Microsoft Threat Modeling Tool - Azure

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.650323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.380365Z digest=sha256:eca539f62d181e629455381591879c6101e2101151bf609e79db77768cdde3a3

Observation 56b34ef4-3f0e-44c5-b96a-70a1ed61e936 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge- Intensive NLP Tasks,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Retrieval-Augmented Generation for Knowledge- Intensive NLP Tasks,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.600124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.392002Z digest=sha256:af7c81d3103d16fc94bab46fa8ad963b7bcc802d06ba0d552ba2920e512847c0

Observation 97fe0d61-e3c4-4093-aeee-d71422227cee · outbound

This paper cites GPT-4o System Card.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems GPT-4o System Card

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.395213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.395213Z digest=sha256:77094924c5425ed15d8d72495f23d9b545dd32c79f08ddc29f8c0ff0c465eb16

Observation c3cf123e-4db0-4295-ad28-eae6b84b2e62 · outbound

This paper cites NVD - Vulnerability Metrics.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems NVD - Vulnerability Metrics

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.612678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.389031Z digest=sha256:73e86548d34ccf356a6314e63555f9a0aefbc12f7168f04c2cc3ce3d5f7a72ee

Observation b42556df-81f8-431c-a7cc-2183acf1e782 · outbound

This paper cites Simple Directory Reader - LlamaIndex v0.10.10.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Simple Directory Reader - LlamaIndex v0.10.10

Reference 50

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T12:01:45.588623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.401668Z digest=sha256:3107d722a4da6b648bea16928b6f74305c05517b7dd364547aa0dc333d4e5349

Observation ff00aa1c-7457-4c23-b3cb-7aab29b687eb · outbound

This paper cites Vector embeddings - OpenAI API.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Vector embeddings - OpenAI API

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.575786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.404846Z digest=sha256:f5bf39bd94af29a150ad482da845b1540f1c7cb882262e0d1447870b683e0b54

Observation 6aa2f5ff-70f3-4894-8f3d-c90f1d6b9815 · outbound

This paper cites GPT-4 Technical Report.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems GPT-4 Technical Report

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.398492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.398492Z digest=sha256:01df547ea3ab4a9743a342ae1ccce39b03d6da6dc045acc7832dc193672425a1

Observation 145c9722-5d5f-4e50-9ee3-bf05665e9f45 · outbound

This paper cites VectorIndexRetriever,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems VectorIndexRetriever,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.538738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.414818Z digest=sha256:ea5ef2c0f11aefdcb89fdcc567ab76efa27f8e62e0676377a0a696ab0f246fa7

Observation 597fb3f3-11ce-440f-9318-173560a6eff7 · outbound

This paper cites Node Postprocessor Modules.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Node Postprocessor Modules

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.525072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.417876Z digest=sha256:bcf3a8f9991de8bb7b44397eeef5d9d04dbb0a86ab53240ce5e97189ec80020e

Observation 50bea95f-3157-48dc-bbe3-e8e03cbb25b6 · outbound

This paper cites New embedding models and API updates.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems New embedding models and API updates

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.563526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.408058Z digest=sha256:1f869578a1f0cda7309ca83453b6ba56627ba5e05ad0593abd63cce0ca186f2c

Observation b5d04dc3-4513-4680-a86e-5f6ed9c7fd3e · outbound

This paper cites Available: https://openai.com/index/new-embedding- models-and-api-updates/.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Available: https://openai.com/index/new-embedding- models-and-api-updates/

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.551216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.411864Z digest=sha256:1ff9ef4b3a1b7ea77ce1e20d9cf40c50ae0ceecdf37cbe0c1d138dfd3df0bed5

Observation 4eb292e2-87a4-46bc-adc1-8b610c38613b · outbound

This paper cites Creating a GPT | OpenAI Help Center.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Creating a GPT | OpenAI Help Center

Reference 57

Resolution
verified exact
raw_fallback, observed 2026-08-07T12:01:44.032476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.427459Z digest=sha256:60b9ceb21929bcdf7dffa8d3ebb7ba2c6b125ec8bd44a0cdbe3efb10cceb245c

Observation 752d74d0-b2f6-4bc8-889e-ec2176a4d343 · outbound

This paper cites Prioritize Known Exploited Vulnerabilities,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Prioritize Known Exploited Vulnerabilities,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.499869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.430294Z digest=sha256:54b698aad71f9c374979c81eb0ea194cd178d8cd790b7bf0a5040d6eda6adcfb

Observation 68a2dd86-f024-45ba-b02a-409c4b96fe76 · outbound

This paper cites Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.421068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.421068Z digest=sha256:a5bfc80da4e79db86895a0419c2a9fddd452ae98fd205389eb0f20f7b5bfa48c

Observation b835ee16-655f-4d31-b6e1-74823ca8c205 · outbound

This paper cites Transformers.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Transformers

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.512685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.424395Z digest=sha256:b3a268766a313cfa8bdc31eaf209fb7151b105287d56dde2b68c1ddf9b162f86

Observation f586dce7-2b5d-48ed-a10b-1b9d06657929 · outbound

This paper cites Electronic Clearance.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Electronic Clearance

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.461835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.439203Z digest=sha256:3c90b6663d990ecdb7bf49c9bcce13f57e095c12e88ab84d1572b80a077ee2ea

Observation 10d0bb90-f240-4255-80fb-9e61b9937338 · outbound

This paper cites Large Language Models Outperform Expert Coders and Supervised Classifiers at Annotating Political Social Media Messages,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Large Language Models Outperform Expert Coders and Supervised Classifiers at Annotating Political Social Media Messages,

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.442207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.442207Z digest=sha256:01bedfb17fbeb835ec1e90a3d07df452f1f84fad6b5003e7db33c18ebea303a8

Observation 03df1f69-274a-4e02-81d2-a885ff2bf411 · outbound

This paper cites CVE Mapping Methodology - Mappings Explorer,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems CVE Mapping Methodology - Mappings Explorer,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.487212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.433530Z digest=sha256:082dd9585238e790a4b7625b008dc1dec85f04996bcb02ff6f2193d6632256b7

Observation 5256ba6a-8bd7-44a9-87cd-9ac9d44891d8 · outbound

This paper cites Known Exploited Vulnerabilities Landing - Mappings Explorer,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Known Exploited Vulnerabilities Landing - Mappings Explorer,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.475088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.436389Z digest=sha256:2a3eaa226f0c24dab96617e89ef5f7e5ddcd705b892a5463010ba991837fca05

Observation 611263fb-9a25-4464-952c-ee0eb0b093f2 · outbound

This paper cites Hallucinations in LLMs: Understanding and Addressing Challenges,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Hallucinations in LLMs: Understanding and Addressing Challenges,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.416804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.454372Z digest=sha256:1f66d7a4e378cd2112d22a83c2961ad4251c2f9b0f79d400ff1e9dbcada8e701

Observation 0a236686-424e-4a63-9b60-6f5788829c80 · outbound

This paper cites Create Account, Technique T1136 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Create Account, Technique T1136 - Enterprise | MITRE ATT&CK®

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.404218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.460411Z digest=sha256:bad753fafd746f582abce98e17ce8b2facfe3e10874165c6fbba50e2b8d4e95d

Observation 5205e8ff-3aad-42d9-b916-1eff12078cb4 · outbound

This paper cites Reproducibility — PyTorch 2.7 documentation.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Reproducibility — PyTorch 2.7 documentation

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.450800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.445433Z digest=sha256:b06ea1bee83686e8bc3d083008584df78e437ef33dfdcfa437dc8832e3dfe569

Observation ac152d25-cdc0-486d-b1eb-e1843a4de9f3 · outbound

This paper cites Available: https://docs.pytorch.org/docs/stable/notes/randomness.html.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Available: https://docs.pytorch.org/docs/stable/notes/randomness.html

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.439390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.448382Z digest=sha256:624cd4c9324f15520a3c9d9e5d29a03c5d947835cce04daee7970d82801af2ac

Observation 6c691ad2-05f5-46e1-9f92-793a12aa94a0 · outbound

This paper cites an unresolved cited work.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:01:45.427825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.451287Z digest=sha256:2a4a8795decd88bd82ea32ba27e52c3b084cbffd9ce68000c06946089ba8f780

Observation 213b7c57-1935-49b0-8f76-177a186c92cd · outbound

This paper cites NVD - CVE-2021-44228.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems NVD - CVE-2021-44228

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.355115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.472247Z digest=sha256:94055bf0c9e16ff56941a2be1b035483fed50722c2580dd6c1d745a7e268542e

Observation a6c3bd2c-a1ba-4a07-9149-6dee7eab220a · outbound

This paper cites DarkSide Ransomware: Best Practices for Preventing Business Disruption from Ransomware Attacks | CISA.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems DarkSide Ransomware: Best Practices for Preventing Business Disruption from Ransomware Attacks | CISA

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.342641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.475369Z digest=sha256:177f4baad8440fd1df71af5c01b77eb0b32a047cc9f8a45cd878c8a1a805589e

Observation d88f2d6d-674a-48c3-a6da-1bb3fe00a71b · outbound

This paper cites Colonial Pipeline: The DarkSide Strikes,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Colonial Pipeline: The DarkSide Strikes,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.318343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.481639Z digest=sha256:13cd43eeecd477fc76a4cf17205d486f3c9b0531cb3245799cf7e7bb3a1d40a8

Observation cbbf7a1f-3f76-4072-987b-56f9ce14f497 · outbound

This paper cites Account Manipulation, Technique T1098 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Account Manipulation, Technique T1098 - Enterprise | MITRE ATT&CK®

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.392187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.463452Z digest=sha256:11fc373f700ac9686352b9f5a911e1b44bef95137a8c1c5ec5f3f1a423abc3a9

Observation ec215580-3da7-4dc7-87d6-5fb46a5933de · outbound

This paper cites Reversible Lane Management.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Reversible Lane Management

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.379021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.466349Z digest=sha256:808ad63746e2e8d32c835c70f03cf105e2506158092a6f93341a0946c61ae710

Observation 2097a84a-3c8a-43a8-828a-56b6511fc67a · outbound

This paper cites Exploit Public-Facing Application, Technique T1190 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Exploit Public-Facing Application, Technique T1190 - Enterprise | MITRE ATT&CK®

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.366761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.469381Z digest=sha256:34ca409fa384e18cbb8bbd8a6481ac5f4872942fc5a060eb30464c4be5f3c160

Observation 6ee107cc-3f72-41e7-b625-6a8e55a6dec5 · outbound

This paper cites Unsecured Credentials, Technique T1552 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Unsecured Credentials, Technique T1552 - Enterprise | MITRE ATT&CK®

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.282514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.494051Z digest=sha256:8f78b39e79b6000be63fea1fd0b12d6e508470142851a739a056d3594d0595cf

Observation 4732671c-2eee-41c7-a14a-8e7d4fcc8c2b · outbound

This paper cites Command and Scripting Interpreter, Technique T1059 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Command and Scripting Interpreter, Technique T1059 - Enterprise | MITRE ATT&CK®

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.269878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.497166Z digest=sha256:92d8005d6ac02a20cc3ced85aac71ac8f3fac465d69653c6feec3713f7b8ceb4

Observation c41aefd8-e9fb-4aad-acbc-9edf80730127 · outbound

This paper cites Available: https://www.cisa.gov/news- events/cybersecurity-advisories/aa21-131a.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Available: https://www.cisa.gov/news- events/cybersecurity-advisories/aa21-131a

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.330185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.478554Z digest=sha256:fc04f8069bfcb6f893d8a193437bc27aea3874d5ae0a8cedf481e308c9eb8a6d

Observation 03c8fa02-f3ab-4533-b00e-6508a9e9ec8c · outbound

This paper cites Network Sniffing, Technique T1040 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Network Sniffing, Technique T1040 - Enterprise | MITRE ATT&CK®

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.244896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.503378Z digest=sha256:490d75d03dd98f60c31b9ae2cd6224e3650b8dedce16096aee17a0e2fc6de318

Observation 0080c2d1-44ed-4123-9745-37bab40bf275 · outbound

This paper cites A Review of Colonial Pipeline Ransomware Attack,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems A Review of Colonial Pipeline Ransomware Attack,

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.484688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.484688Z digest=sha256:c72e3355a1e39bb853a93f9afd28b26fbb586b7c36b22705a607b7cf7193d10d

Observation 03a8bca2-cdcc-4eb1-8f2c-bb234d12e85e · outbound

This paper cites Back to Basics: A Deeper Look at the Colonial Pipeline Hack,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Back to Basics: A Deeper Look at the Colonial Pipeline Hack,

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.306250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.487931Z digest=sha256:5d7696492fc0d58563f4c730cb4f7033dab412a499db18ed1ac2a085e3404969

Observation 3e98ea7d-e6c5-46b8-ba09-f6a97dd6c926 · outbound

This paper cites Purdue model framework for industrial control systems & cybersecurity segmentation,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Purdue model framework for industrial control systems & cybersecurity segmentation,

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.294786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.491083Z digest=sha256:0c7098426685a5fb570756452d347507b15f8f531ed7ea940a3ce8ed6463c203

Observation 8ea62158-36e7-48da-921b-fabcf8c7a9f7 · outbound

This paper cites Firmware Corruption, Technique T1495 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Firmware Corruption, Technique T1495 - Enterprise | MITRE ATT&CK®

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.187768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.519390Z digest=sha256:507ef7e222420650d1cbcfd6a4de0784a85c0234c6b8e970e8df95a12d8a690a

Observation 9ee3940b-f2ed-4728-9b43-b05c1ebebec3 · outbound

This paper cites Abuse Elevation Control Mechanism, Technique T1548 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Abuse Elevation Control Mechanism, Technique T1548 - Enterprise | MITRE ATT&CK®

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.176247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.522578Z digest=sha256:6193ce66941c86c48647d2ff34a3ad2a06a40c1fb2e9ba22d300df0a7c851e3c

Observation 613b820c-a01a-4aff-add3-74d62c379bdc · outbound

This paper cites Ingress Tool Transfer, Technique T1105 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Ingress Tool Transfer, Technique T1105 - Enterprise | MITRE ATT&CK®

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.257277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.500310Z digest=sha256:797a4130147e6f03a74fa1927c21f9b3bc0ad50fc250fb25bd93eb746bf7bf0a

Observation 413dd31b-f10b-4e86-b5b3-3234efd7d135 · outbound

This paper cites The Rules of Redaction: Identify, Protect, Review (and Repeat),.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems The Rules of Redaction: Identify, Protect, Review (and Repeat),

Reference 86

Resolution
verified exact
doi, observed 2026-08-07T12:01:43.565080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.528904Z digest=sha256:33e5b1d461610c8a2dc87e397e416777cedfe52513fd25e4a9cb90bf271bfe8c

Observation 9039b482-2651-41e6-99a9-f2b82796bae6 · outbound

This paper cites Adversary-in-the-Middle, Technique T1557 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Adversary-in-the-Middle, Technique T1557 - Enterprise | MITRE ATT&CK®

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.232894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.506471Z digest=sha256:b6b4e0ce7c4c6dad776aa724493631c62df5356a9fcb3cbc5e7199e310040a47

Observation 0dd277e5-f45d-4ac5-9086-d377d8311db9 · outbound

This paper cites #StopRansomware: ALPHV Blackcat | CISA.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems #StopRansomware: ALPHV Blackcat | CISA

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.220531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.509385Z digest=sha256:664eb1a1691035ed17ac6f19afbf905f9d4d2858daac8f51d720bfa4ce5b6611

Observation 084bcc9b-75c6-4816-86e8-7d3e81c50e8c · outbound

This paper cites Available: https://www.cisa.gov/news- events/cybersecurity-advisories/aa23-353a.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Available: https://www.cisa.gov/news- events/cybersecurity-advisories/aa23-353a

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.208595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.512527Z digest=sha256:6584f858a2cd24c39c796bf228120846f67d549ed54d95443eb48feec6e069af

Observation 7f318b64-ee43-4f15-bac3-8b8c8299ef06 · outbound

This paper cites Data Manipulation, Technique T1565 - Enterprise | MITRE ATT&CK®.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Data Manipulation, Technique T1565 - Enterprise | MITRE ATT&CK®

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.198314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.515683Z digest=sha256:d47018f8257aaa56c8dfac10f979467348ffc3e2d316f8d9e7fb1691af9e0b7a

Observation ad6948f5-509c-4694-a267-d5dbf1a039ef · outbound

This paper cites Anonymization Techniques for Privacy Preserving Data Publishing: A Comprehensive Survey,.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Anonymization Techniques for Privacy Preserving Data Publishing: A Comprehensive Survey,

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.525720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.525720Z digest=sha256:91a5320f44c1be4432f0367cc2e68dc61446a4e3d94db558a281bd1d2789455e

Observation 24774fac-d813-4939-8a15-c75d1b5a5fbc · outbound

This paper cites Ma, makcedward/nlpaug.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Ma, makcedward/nlpaug

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.164904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.532093Z digest=sha256:02b1a70bda3c5c0459a35335992b8754d7ab2a080d758793dfa5191d98ee6cd9

Observation 9441d6f7-6a0f-4698-86fd-4ae89f745e2e · outbound

This paper cites 07, 2025.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems 07, 2025

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:01:45.701041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:01:43.347522Z digest=sha256:a503ec5dd15a915ad827872ac2534a146a0c9f36385eea2392ea7ebd8d5bf2ff

Observation c9fad8f7-f292-4cd1-b63d-549f64d64cc2 · outbound

This paper cites Available: https://sustainableworldports.org/wp- content/uploads/IAPH-Cybersecurity-Guidelines-version-1_0.pdf.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Available: https://sustainableworldports.org/wp- content/uploads/IAPH-Cybersecurity-Guidelines-version-1_0.pdf

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.248901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.248901Z digest=sha256:c1fcccc2eea1638a8f24319748875d31c6756fa054f41066c1e688dcfcb4cde0

Observation 225bcdad-3b0d-49c9-b974-1d1a68ecbafe · outbound

This paper cites an unresolved cited work.

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems Unresolved cited work

Reference 2088

Resolution
unresolved
no resolver link, observed 2026-08-07T12:01:43.457553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:01:43.457553Z digest=sha256:d0042583872b0f0b737f4bc779ba19cb40e38f0ee620db235a83f4a56347f4d7

Pith citing papers

Observation e2be1d55-dc78-48e8-99f0-ac4779fe9eeb · inbound

Rectified Schr\"odinger Bridge Matching for Few-Step Visual Navigation cites this paper.

Rectified Schr\"odinger Bridge Matching for Few-Step Visual Navigation A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

Reference 38

Resolution
unresolved
no resolver link, observed 2026-07-13T09:16:25.745868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:16:25.745868Z digest=sha256:82506f2cca6328b9b2b11048174694f9232362df61078a47e0503360df968ffb

Observation d4825f90-66d4-41ae-9fd5-416ccb75bcc3 · inbound

From Incomplete Architecture to Quantified Risk: Multimodal LLM-Driven Security Assessment for Cyber-Physical Systems cites this paper.

From Incomplete Architecture to Quantified Risk: Multimodal LLM-Driven Security Assessment for Cyber-Physical Systems A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:35:51.358338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T19:00:18.148837Z digest=sha256:d17eb9fc9a3c9f0d5e342beeb4838c6dd9376c4cd1a1e16fd3ec2b10c41014f8