Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T19:47:05.472951Z
Paper Citation Record · LEDGER
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education
As of 14 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 3 inbound Pith citation observations for arXiv:2501.09709.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-08T14:37:31.886687Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T08:16:01.036183Z
Reference resolution
36 of 36 outbound references displayed
- verified exact0
- verified fuzzy24
- unresolved12
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e540d253-bbe2-4790-9875-af9e07a8df30 · outbound
This paper cites an unresolved cited work.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T19:47:06.139230Z
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 b3c0c0bb-0830-4403-8740-a15bb31a2839 · outbound
This paper cites an unresolved cited work.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T19:47:06.121885Z
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 0ac8d8f0-0201-4a4f-b088-7ad9cb6e3d77 · outbound
This paper cites Yesterday’s non-traditional student is today’s traditional student,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Yesterday’s non-traditional student is today’s traditional student,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:06.105509Z
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 4aead942-cad6-4e9c-9e94-8fcf70271250 · outbound
This paper cites an unresolved cited work.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T19:47:06.087831Z
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 1bf9d152-a1cd-4bb2-928e-8422309cdab4 · outbound
This paper cites Research on adult learners: supporting the needs of a student population that is no longer nontraditional.(research),.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Research on adult learners: supporting the needs of a student population that is no longer nontraditional.(research),
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:06.071620Z
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 5cc522f7-affc-4671-8000-c107d134109b · outbound
This paper cites Which stem majors enroll in online courses, and why should we care? the impact of ethnicity, gender, and non-traditional student characteristics,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Which stem majors enroll in online courses, and why should we care? the impact of ethnicity, gender, and non-traditional student characteristics,
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.316468Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1427b62d-10af-42cf-8905-6004fed75b4b · outbound
This paper cites Barriers for non-traditional students in higher education.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Barriers for non-traditional students in higher education
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:06.042223Z
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 2eb8ff09-2d34-4982-8cbd-10ea550f8f3b · outbound
This paper cites Singer and A.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Singer and A
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:06.018405Z
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 d43f1f7c-386c-47bf-8746-ffbbfbcc5c7b · outbound
This paper cites Challenges and reflections in designing cyber security curriculum,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Challenges and reflections in designing cyber security curriculum,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.999977Z
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 25ca892b-1242-47a7-93c1-78258007096c · outbound
This paper cites Cybersecurity education, awareness raising, and training initiatives: National level evidence-based results, challenges, and promise,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Cybersecurity education, awareness raising, and training initiatives: National level evidence-based results, challenges, and promise,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.981633Z
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 d0f36c93-3e17-4da3-9c49-7f87c0691f50 · outbound
This paper cites Addressing cybersecurity challenges in education,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Addressing cybersecurity challenges in education,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.963863Z
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 f20e5e76-2c62-4e46-ad62-652a705d5051 · outbound
This paper cites Design of secure coding challenges for cybersecurity education in the industry,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Design of secure coding challenges for cybersecurity education in the industry,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.946807Z
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 0b9c4779-acc8-4d54-a5df-b45f3e4e2655 · outbound
This paper cites Cyberse- curity education: The skills gap, hurdle!.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Cyberse- curity education: The skills gap, hurdle!
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.929835Z
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 a8691a0b-a042-4141-89bb-2644c9cf5f71 · outbound
This paper cites The role of national cybersecurity strategies on the improvement of cybersecurity education,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education The role of national cybersecurity strategies on the improvement of cybersecurity education,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.912728Z
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 f7b38d5f-4436-49e0-98b5-6d76ad15c3d0 · outbound
This paper cites Paar and J.
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.894728Z
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 5eeb8125-3638-41d1-a665-f6006ec20a64 · outbound
This paper cites The importance of cybersecurity education in school,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education The importance of cybersecurity education in school,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.877227Z
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 930e30a6-07f5-471b-a135-320f7b68478e · outbound
This paper cites Analyzing students’ self-perception of success and learning effective- ness using gamification in an online cybersecurity course,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Analyzing students’ self-perception of success and learning effective- ness using gamification in an online cybersecurity course,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.860300Z
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 84cb24a4-ed9d-4711-b0ee-3ba37fdbb65f · outbound
This paper cites Changing the landscape of cybersecurity education in the eu: Will the new approach produce the required cybersecurity skills?.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Changing the landscape of cybersecurity education in the eu: Will the new approach produce the required cybersecurity skills?
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.843020Z
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 6379c4a4-b983-4ee3-93c9-af166000a615 · outbound
This paper cites Emulating and evaluating virtual remote laboratories for cybersecurity,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Emulating and evaluating virtual remote laboratories for cybersecurity,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.822713Z
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 fa4f68e7-3069-4a6b-806c-5c2c0cb524b2 · outbound
This paper cites A study of cybersecurity education using a present-test-practice-assess model,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education A study of cybersecurity education using a present-test-practice-assess model,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.804499Z
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 731e90ea-55a3-4c58-b592-480364c8e861 · outbound
This paper cites Scalable learning environments for teaching cybersecurity hands-on,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Scalable learning environments for teaching cybersecurity hands-on,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.783998Z
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 1de35340-17f1-4344-97bf-61997425faf8 · outbound
This paper cites Cyber security threat analysis in higher education institutions as a result of distance learning,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Cyber security threat analysis in higher education institutions as a result of distance learning,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.767198Z
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 f22df9bb-6b86-4566-997e-b0e8e6946ac9 · outbound
This paper cites Education cybersecurity: Learning man- agement system, data and tools,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Education cybersecurity: Learning man- agement system, data and tools,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.749999Z
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 81d5123d-29e5-4063-9986-27282196090d · outbound
This paper cites Ai in cybersecurity education-a systematic literature review of studies on cybersecurity moocs,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Ai in cybersecurity education-a systematic literature review of studies on cybersecurity moocs,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.733182Z
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 d49a29a6-a1dc-433f-b89a-75c3d0c1fd6c · outbound
This paper cites Empowering professionals: a generative ai approach to personalized cybersecurity learning,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Empowering professionals: a generative ai approach to personalized cybersecurity learning,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.715884Z
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 754c6ff5-4ae0-446d-952e-99689fda26a8 · outbound
This paper cites Large Language Models for Education: A Survey.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Large Language Models for Education: A Survey
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.419520Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0cdc136-e754-484a-971c-693744543fc2 · outbound
This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Retrieval- augmented generation for knowledge-intensive nlp tasks,
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.425022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf7e6029-de72-46e4-952d-471c17be4f32 · outbound
This paper cites Chain of Thought Empowers Transformers to Solve Inherently Serial Problems.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Chain of Thought Empowers Transformers to Solve Inherently Serial Problems
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.429941Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a61290de-cea1-4b04-afba-e6ddc9a19ee8 · outbound
This paper cites Analyzing code text strings for code evaluation,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Analyzing code text strings for code evaluation,
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.686981Z
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 20ee5b0b-a806-4ace-8fa5-d89dcfb1a234 · outbound
This paper cites MoRSE: Bridging the Gap in Cybersecurity Expertise with Retrieval Augmented Generation.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education MoRSE: Bridging the Gap in Cybersecurity Expertise with Retrieval Augmented Generation
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.441110Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85ae6233-cc5c-4456-be4b-eebf73e6a4f3 · outbound
This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.669370Z
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 0c126604-f49f-46ae-bd9b-0c6037d77e74 · outbound
This paper cites What Are Tools Anyway? A Survey from the Language Model Perspective.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education What Are Tools Anyway? A Survey from the Language Model Perspective
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.451432Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6adf453d-f0ba-4379-90e4-0ed3296d29c0 · outbound
This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.456985Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc3bf716-fc57-4e7b-a593-a5ad6c15a1e5 · outbound
This paper cites The mystery of job performance: a system dynamics model of human behavior,.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education The mystery of job performance: a system dynamics model of human behavior,
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T19:47:05.652337Z
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 26817917-fc0a-43ca-ab85-270ee477ea99 · outbound
This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education ReAct: Synergizing Reasoning and Acting in Language Models
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T19:47:05.467642Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3663cfc-a860-4b08-827f-c968a18ea403 · outbound
This paper cites an unresolved cited work.
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T19:47:05.632065Z
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.
Pith citing papers
Observation 2a1cac88-e3b4-41bf-891b-10a1a9defc59 · inbound
A Case Study in Gamification for a Cybersecurity Education Program: A Game for Cryptography cites this paper.
A Case Study in Gamification for a Cybersecurity Education Program: A Game for Cryptography CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:37:31.886687Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1506f081-43a2-4754-bed0-ecb64eadafc6 · inbound
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit cites this paper.
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education
Reference 89
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:16:01.041952Z
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 3230d10b-1a20-4723-84d0-9193534427fb · inbound
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit cites this paper.
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education
Reference 73
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T22:57:13.837709Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.