Paper Citation Record · LEDGER

Enabling Cyber Security Education through Digital Twins and Generative AI

As of 14 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2507.17518.

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

pith.paper-citation-record.v1
2507.17518 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:49:10.342734Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T03:04:03.611481Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T22:16:52.571740Z

Reference resolution

28 of 28 outbound references displayed

verified exact7
verified fuzzy5
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 38e8648a-9698-4ad4-a206-87a8e3ef2dfe · outbound

This paper cites In: 2024 IEEE 9th International Conference for Convergence in Technology (I2CT).

Enabling Cyber Security Education through Digital Twins and Generative AI In: 2024 IEEE 9th International Conference for Convergence in Technology (I2CT)

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:08.142722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f680179-03a8-4603-bc75-4982906914d2 · outbound

This paper cites Journal of Information Technology in Construction26, 159–173 (2021).

Enabling Cyber Security Education through Digital Twins and Generative AI Journal of Information Technology in Construction26, 159–173 (2021)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:49:15.131487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 01d6e877-d217-463e-9ad2-17344fa30d1c · outbound

This paper cites an unresolved cited work.

Enabling Cyber Security Education through Digital Twins and Generative AI Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:49:14.883488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2fb3d954-3f9d-4435-a5f0-82ea3d2a5b8a · outbound

This paper cites an unresolved cited work.

Enabling Cyber Security Education through Digital Twins and Generative AI Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:49:14.651478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0a87d5ee-0e07-4c44-9cf1-67614492b2f6 · outbound

This paper cites an unresolved cited work.

Enabling Cyber Security Education through Digital Twins and Generative AI Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:49:14.419704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b041e170-ba8f-4cb9-8cb4-b697a9179113 · outbound

This paper cites PentestGPT: An LLM-empowered Automatic Penetration Testing Tool.

Enabling Cyber Security Education through Digital Twins and Generative AI PentestGPT: An LLM-empowered Automatic Penetration Testing Tool

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:08.502918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 559f967a-9755-45f5-823f-b7456051a964 · outbound

This paper cites In: Proceedings of the 15th International Conference on Availability, Reliability and Security.

Enabling Cyber Security Education through Digital Twins and Generative AI In: Proceedings of the 15th International Conference on Availability, Reliability and Security

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:49:14.218583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a46ad79b-1dfb-43a5-8ea8-b22b7d2c3fe5 · outbound

This paper cites Electronics13(19) (2024).

Enabling Cyber Security Education through Digital Twins and Generative AI Electronics13(19) (2024)

Reference 8

Resolution: verified exact; doi, observed 2026-08-06T14:49:11.046657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9c6eb564-b4c1-468b-a3c5-792efffafd62 · outbound

This paper cites In: International Conference on Broadband Communi- cations, Networks and Systems.

Enabling Cyber Security Education through Digital Twins and Generative AI In: International Conference on Broadband Communi- cations, Networks and Systems

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:49:13.867727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7ecf1b84-792b-4fa6-97ce-16a3967529de · outbound

This paper cites Multimedia Tools and Applications81(19), 26941–26967 (2022).

Enabling Cyber Security Education through Digital Twins and Generative AI Multimedia Tools and Applications81(19), 26941–26967 (2022)

Reference 10

Resolution: verified exact; doi, observed 2026-08-06T14:49:10.887275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f7d8a9ab-e3cc-4822-b40e-d31f6373bc9c · outbound

This paper cites International Journal of Computational and Experimental Science and Engineering 10(3) (Sep 2024).https://doi.org/10.22399/ijcesen.469.

Enabling Cyber Security Education through Digital Twins and Generative AI International Journal of Computational and Experimental Science and Engineering 10(3) (Sep 2024).https://doi.org/10.22399/ijcesen.469

Reference 11

Resolution: verified exact; doi, observed 2026-08-06T14:49:10.712618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 676b45e4-c240-4022-b915-2395735de569 · outbound

This paper cites In: 2020 IEEE 28th International Requirements Engineering Conference (RE).

Enabling Cyber Security Education through Digital Twins and Generative AI In: 2020 IEEE 28th International Requirements Engineering Conference (RE)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:08.989244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 945c38ad-c8e2-4c4f-960b-3e9778d2cfbc · outbound

This paper cites A Comprehensive Overview of Large Language Models (LLMs) for Cyber Defences: Opportunities and Directions.

Enabling Cyber Security Education through Digital Twins and Generative AI A Comprehensive Overview of Large Language Models (LLMs) for Cyber Defences: Opportunities and Directions

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:09.073321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5df90e4-90ae-4894-8ee5-d2a73ebc7d0b · outbound

This paper cites an unresolved cited work.

Enabling Cyber Security Education through Digital Twins and Generative AI Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:09.134700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f55559b5-7776-485b-8f28-c6e3732b05d7 · outbound

This paper cites In: Sharma, S.K., Dwivedi, Y.K., Metri, B., Lal, B., Elbanna, A.

Enabling Cyber Security Education through Digital Twins and Generative AI In: Sharma, S.K., Dwivedi, Y.K., Metri, B., Lal, B., Elbanna, A

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:49:13.608479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c8fbbb1b-f515-402a-b935-49fed9091b00 · outbound

This paper cites 2022 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (Smart- GridComm) pp.

Enabling Cyber Security Education through Digital Twins and Generative AI 2022 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (Smart- GridComm) pp

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:49:13.384484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5fff1ecd-1e6e-4c45-8adf-1f72e250f5b2 · outbound

This paper cites https://doi.org/https://doi.org/10.18235/0013166.

Enabling Cyber Security Education through Digital Twins and Generative AI https://doi.org/https://doi.org/10.18235/0013166

Reference 17

Resolution: verified exact; doi, observed 2026-08-06T14:49:10.513804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c70e3f91-13bd-498a-b671-919ec714f84f · outbound

This paper cites an unresolved cited work.

Enabling Cyber Security Education through Digital Twins and Generative AI Unresolved cited work

Reference 18

Resolution: verified exact; raw_fallback, observed 2026-08-06T14:49:12.668153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 49b7c670-e151-4d56-8fce-f7a0d94e5a0e · outbound

This paper cites In: 2024 Second International Conference on Emerging Trends in Information Technology and Engineering (ICETITE).

Enabling Cyber Security Education through Digital Twins and Generative AI In: 2024 Second International Conference on Emerging Trends in Information Technology and Engineering (ICETITE)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:09.565204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5031ab5d-e624-48f8-933e-c158a5c9e346 · outbound

This paper cites EDPACS 68(6), 35–39 (2023).https://doi.org/10.1080/07366981.2023.2263214.

Enabling Cyber Security Education through Digital Twins and Generative AI EDPACS 68(6), 35–39 (2023).https://doi.org/10.1080/07366981.2023.2263214

Reference 20

Resolution: verified exact; raw_fallback, observed 2026-08-06T14:49:12.222203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cb4ef575-7acd-4e37-a4e6-6bcdc43a19cf · outbound

This paper cites Y Social: an LLM-powered Social Media Digital Twin.

Enabling Cyber Security Education through Digital Twins and Generative AI Y Social: an LLM-powered Social Media Digital Twin

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:09.774850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31f9364e-383b-40ee-a283-ad2a35cfdf7b · outbound

This paper cites In: 2024 International Conference on Intelligent Algorithms for Computational Intelli- gence Systems (IACIS).

Enabling Cyber Security Education through Digital Twins and Generative AI In: 2024 International Conference on Intelligent Algorithms for Computational Intelli- gence Systems (IACIS)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:09.845261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04bbe2d6-bc45-4d2a-be7d-ba719bcd974e · outbound

This paper cites PentestAgent: Incorporating LLM Agents to Automated Penetration Testing.

Enabling Cyber Security Education through Digital Twins and Generative AI PentestAgent: Incorporating LLM Agents to Automated Penetration Testing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:09.905231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b75940-d4bd-4ffe-b9d8-3c7700c51c96 · outbound

This paper cites In: 2023 IEEE Smart World Congress (SWC).

Enabling Cyber Security Education through Digital Twins and Generative AI In: 2023 IEEE Smart World Congress (SWC)

Reference 24

Resolution: verified exact; raw_fallback, observed 2026-08-06T14:49:11.776895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 47db5188-5f72-43bf-96b6-f2498c3ded4e · outbound

This paper cites an unresolved cited work.

Enabling Cyber Security Education through Digital Twins and Generative AI Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:49:13.231252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4b5ade76-1839-4d2c-9faf-03527eeb4c08 · outbound

This paper cites In: 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops).

Enabling Cyber Security Education through Digital Twins and Generative AI In: 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:10.180487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ec043b7-ea83-4695-9045-52cce6c6b0bc · outbound

This paper cites Technical Aspects of Cyber Kill Chain.

Enabling Cyber Security Education through Digital Twins and Generative AI Technical Aspects of Cyber Kill Chain

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T14:49:11.340335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 10fc0961-3932-48eb-887d-318caa3b9063 · outbound

This paper cites Leveraging Large Language Models for Enhanced Digital Twin Modeling: Trends, Methods, and Challenges.

Enabling Cyber Security Education through Digital Twins and Generative AI Leveraging Large Language Models for Enhanced Digital Twin Modeling: Trends, Methods, and Challenges

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T14:49:10.342734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b93ddcd7-6e0d-4461-b94b-aa1b28ecabf2 · inbound

Dynamic Cyber Ranges cites this paper.

Dynamic Cyber Ranges Enabling Cyber Security Education through Digital Twins and Generative AI

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:16:52.596795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.