Paper Citation Record · LEDGER

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction

As of 23 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2509.02998.

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

pith.paper-citation-record.v1
2509.02998 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:15:57.422564Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

25 of 25 outbound references displayed

verified exact4
verified fuzzy16
unresolved4
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b549ea5-623b-4189-83c3-dfd067af86fe · outbound

This paper cites DDD-GenDT: Dynamic Data-driven Generative Digital Twin Framework.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction DDD-GenDT: Dynamic Data-driven Generative Digital Twin Framework

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:15:57.631736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 75a804b4-e886-4b54-8e56-7cfd5e36b30d · outbound

This paper cites Dt4i4- secure: Digital twin framework for industry 4.0 systems security,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Dt4i4- secure: Digital twin framework for industry 4.0 systems security,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.758580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e58b7da3-9704-4c8a-8721-7d25a02d07be · outbound

This paper cites The future of jobs report 2020,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction The future of jobs report 2020,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.751580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 28afec99-9867-46d4-8f19-22c90c7519d8 · outbound

This paper cites Reskilling and upskilling the future-ready workforce for industry 4.0 and beyond,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Reskilling and upskilling the future-ready workforce for industry 4.0 and beyond,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.744162Z

Source-reported events for the cited work

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Observation 181ffa1f-630b-43db-895f-41c7379a2c2f · outbound

This paper cites Vision 2030,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Vision 2030,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.736866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4a1971df-003a-4f35-ba66-ba7446f842c3 · outbound

This paper cites Personalized adaptive learning in higher education: A scoping review of key characteristics and impact on academic performance and engagement,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Personalized adaptive learning in higher education: A scoping review of key characteristics and impact on academic performance and engagement,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.729899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 94d4f9fa-2db9-4699-b5ab-cd69965adc3f · outbound

This paper cites Personalized education with generative ai and digital twins: Vr, rag, and zero- shot sentiment analysis for industry 4.0 workforce development,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Personalized education with generative ai and digital twins: Vr, rag, and zero- shot sentiment analysis for industry 4.0 workforce development,

Reference 7

Resolution: verified exact; raw_fallback, observed 2026-08-05T11:15:57.619586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e8a1f673-6894-4f8d-b3c9-92a5fe3a5162 · outbound

This paper cites Claas: Cybersecurity lab as a service–design, analysis, and evaluation,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Claas: Cybersecurity lab as a service–design, analysis, and evaluation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.722558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b57cc172-6b08-4de4-8c08-3b452f8f5d50 · outbound

This paper cites Cps-tr: An online training platform to address fourth industrial revolution workforce needs,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Cps-tr: An online training platform to address fourth industrial revolution workforce needs,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.715258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d075ea0a-76d4-42e1-b36e-f62a5f075583 · outbound

This paper cites Generative ai,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Generative ai,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.708220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b8bb661f-2c48-45bc-b07d-27d9eed251ed · outbound

This paper cites Generative ai and chatgpt: Applications, challenges, and ai-human collaboration,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Generative ai and chatgpt: Applications, challenges, and ai-human collaboration,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.700386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 088963f3-c36e-4460-9067-d2f082767a08 · outbound

This paper cites Chatgpt for good? on opportunities and challenges of large language models for education,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Chatgpt for good? on opportunities and challenges of large language models for education,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.693182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a954ffaf-f497-4ce6-9e3d-ae7b374f1f49 · outbound

This paper cites Board 45: Generative artificial intelligence (gai)-assisted learning: Pushing the boundaries of engineering education.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Board 45: Generative artificial intelligence (gai)-assisted learning: Pushing the boundaries of engineering education

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.686013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f0db06c-40b8-42bb-8898-1a9246b96804 · outbound

This paper cites Simulating Classroom Education with LLM-Empowered Agents.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Simulating Classroom Education with LLM-Empowered Agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T11:15:57.394307Z

Source-reported events for the cited work

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Observation 65ab60d8-40af-4688-830c-3bfff04da3a1 · outbound

This paper cites Can Large Language Models Be an Alternative to Human Evaluations?.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Can Large Language Models Be an Alternative to Human Evaluations?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T11:15:57.397068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57aac992-ab68-4e25-a7ee-03647e461c91 · outbound

This paper cites Exploring the use of large language models (llms) in chemical engineering education: Building core course problem models with chat-gpt,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Exploring the use of large language models (llms) in chemical engineering education: Building core course problem models with chat-gpt,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.678720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 304f4f8b-9dab-4979-b8c7-f6a59cb29b24 · outbound

This paper cites Prism: A personalized, rapid, and immersive skill mastery framework for personalizing experiential learning through generative ai,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Prism: A personalized, rapid, and immersive skill mastery framework for personalizing experiential learning through generative ai,

Reference 17

Resolution: verified exact; doi, observed 2026-08-05T11:15:57.520801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a42b757c-2a4c-4239-80bb-28c969ac62b3 · outbound

This paper cites Photogrammetry for digital twin- ning industry 4.0 (i4) systems,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Photogrammetry for digital twin- ning industry 4.0 (i4) systems,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.670970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2109ff61-1713-456f-9824-8aa65cc6ef91 · outbound

This paper cites “chatgpt can make mistakes. check im- portant info.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction “chatgpt can make mistakes. check im- portant info

Reference 19

Resolution: verified exact; doi, observed 2026-08-05T11:15:57.456806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4e9e2e43-3e52-47d8-b438-40bd6fba9fc5 · outbound

This paper cites Enhancing self- regulated learning and learning experience in generative ai environments: The critical role of metacognitive support,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Enhancing self- regulated learning and learning experience in generative ai environments: The critical role of metacognitive support,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T11:15:57.409543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd4a9906-19c8-4584-b2cc-ee39c45f491e · outbound

This paper cites An overview of the tesseract ocr engine,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction An overview of the tesseract ocr engine,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.662815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9fb3b2d3-3b39-43ad-a4cc-4ee950f8fc32 · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T11:15:57.414932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56b159ee-e534-42db-82c9-53f059611bd3 · outbound

This paper cites Openai’s tokenizer platform,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Openai’s tokenizer platform,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.654667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 453f8ea2-6130-4efc-a8fa-f9be2fbe689c · outbound

This paper cites Ultimate gpt calculator,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Ultimate gpt calculator,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:15:57.647144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 485d8283-dbed-4452-b595-a8c8b421b6de · outbound

This paper cites Openrag: Open-source retrieval-augmented generation archi- tecture for personalized learning,.

Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction Openrag: Open-source retrieval-augmented generation archi- tecture for personalized learning,

Reference 25

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T11:15:57.639724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.