{"as_of":"2026-08-12T04:35:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:efbcccdeba1a0d696003c4640871a7e41a27aed402849b2c49b0b990cf966ae2","coverage":[{"denominator":36,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":36,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-10T19:47:05.472951Z","state":"measured"},{"denominator":39,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":39,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-11T06:34:44.6726+00:00","state":"measured"},{"denominator":3,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":3,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-08T14:37:31.886687Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-05-11T08:16:01.036183Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.09709","snapshot_observed_at":"2026-08-08T14:37:31.886687Z","title":"Cybermentor: Ai powered learning tool platform to address diverse student needs in cybersecurity education,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2502.06706","last_updated":"2025-02-10T17:36:46Z","snapshot_observed_at":"2026-08-11T21:50:59.634172Z","submitted_at":"2025-02-10T17:36:46Z","title":"A Case Study in Gamification for a Cybersecurity Education Program: A Game for Cryptography","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-08T14:37:31.886687Z"},"links":{"cited_paper":"/paper/2501.09709","citing_paper":"/paper/2502.06706"},"observation_digest":"sha256:1a89512965f41d2f7777d8ac6dbaadb34e01db3cf60a09574426ac46ead979e8","observation_id":"2a1cac88-e3b4-41bf-891b-10a1a9defc59","resolution":{"observed_at":"2026-08-08T14:37:31.886687Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"cited_work":{"arxiv_id":"2501.09709","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2501.09709","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Cy- bermentor: Ai powered learning tool platform to ad- dress diverse student needs in cybersecurity education","venue":null,"work_id":"6bfe0766-971a-4e2a-a33c-c9b328980722","year":2025},"citing_paper":{"arxiv_id":"2604.09998","last_updated":"2026-06-15T20:22:53Z","snapshot_observed_at":"2026-08-11T02:56:22.436953Z","submitted_at":"2026-04-11T03:00:37Z","title":"Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit","version":1},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-05-10T16:44:36.047426Z"},"links":{"cited_paper":"/paper/2501.09709","citing_paper":"/paper/2604.09998"},"observation_digest":"sha256:d06ab1aa1c3cd9182290156884f413ef7d994893cce3631126264b50a4967639","observation_id":"1506f081-43a2-4754-bed0-ecb64eadafc6","resolution":{"observed_at":"2026-05-11T08:16:01.041952Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.09709","snapshot_observed_at":"2026-07-12T22:57:13.837709Z","title":"Cy- berMentor: AI Powered Learning Tool Platform to Ad- dress Diverse Student Needs in Cybersecurity Education","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2604.09998","last_updated":"2026-06-15T20:22:53Z","snapshot_observed_at":"2026-08-11T02:56:22.436953Z","submitted_at":"2026-04-11T03:00:37Z","title":"Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit","version":2},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-07-12T22:57:13.837709Z"},"links":{"cited_paper":"/paper/2501.09709","citing_paper":"/paper/2604.09998"},"observation_digest":"sha256:9b2b189a19f406e2814d9661156cd67c9199ec9a123ca9b131c9f094ac0f5519","observation_id":"3230d10b-1a20-4723-84d0-9193534427fb","resolution":{"observed_at":"2026-07-12T22:57:13.837709Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2501.09709/citation-record","integrity":"/paper/2501.09709/integrity","json":"/paper/2501.09709/citation-record.json","paper":"/paper/2501.09709"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:06.134108Z","title":null,"venue":null,"work_id":"a52fb350-5fd1-479e-add0-cfe85c763140","year":1986},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.289272Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:2b12d394d99db852d78e283a51f6c89f51059970a9dd6e34a74730f3592d3250","observation_id":"e540d253-bbe2-4790-9875-af9e07a8df30","resolution":{"observed_at":"2026-08-10T19:47:06.139230Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:06.116757Z","title":null,"venue":null,"work_id":"725aa35d-df8e-49b1-ba01-c23936e7dea0","year":1990},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.295267Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:19fbaba02e29c98de388e490f587a00b099b16ae38b637775afa38a55114f6bf","observation_id":"b3c0c0bb-0830-4403-8740-a15bb31a2839","resolution":{"observed_at":"2026-08-10T19:47:06.121885Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:06.099782Z","title":"Yesterday’s non-traditional student is today’s traditional student,","venue":null,"work_id":"8baba2e0-7d5f-40cb-8f7c-5348ee326ab6","year":2015},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.300744Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:b9585f56b94f1621bd741be3f4aff4ed65779e497262a8e30eeb9742ad475e0f","observation_id":"0ac8d8f0-0201-4a4f-b088-7ad9cb6e3d77","resolution":{"observed_at":"2026-08-10T19:47:06.105509Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:06.082728Z","title":null,"venue":null,"work_id":"9fdc577e-fbee-47b0-88a7-38f541a024f5","year":2011},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.305969Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:d266d752787e4ad5e20e9c9834cacbec1537ed2ce79ab63daf048aa4cb8edc4d","observation_id":"4aead942-cad6-4e9c-9e94-8fcf70271250","resolution":{"observed_at":"2026-08-10T19:47:06.087831Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:06.065853Z","title":"Research on adult learners: supporting the needs of a student population that is no longer nontraditional.(research),","venue":null,"work_id":"0925743e-f9eb-4473-90a2-4030d2e585ac","year":2011},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.311304Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:5202cae7a4de3ce2de6ea1ba138bddec9a1c77a9cb16e18d1ac05d5449b8a786","observation_id":"1bf9d152-a1cd-4bb2-928e-8422309cdab4","resolution":{"observed_at":"2026-08-10T19:47:06.071620Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.316468Z","title":"Which stem majors enroll in online courses, and why should we care? the impact of ethnicity, gender, and non-traditional student characteristics,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.316468Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:f74c5322eeaaf03b97dfcb61a522e11f34899f3bb68f0729a25066ccc7407f6d","observation_id":"5cc522f7-affc-4671-8000-c107d134109b","resolution":{"observed_at":"2026-08-10T19:47:05.316468Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:06.035653Z","title":"Barriers for non-traditional students in higher education","venue":null,"work_id":"9b7bac96-e937-45a3-8cae-6504fd1e3cea","year":2023},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.322234Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:7c207b58a2c8ce3beef53660507b9c4b6fdedbdc28243c696b3c95dfe1212cce","observation_id":"1427b62d-10af-42cf-8905-6004fed75b4b","resolution":{"observed_at":"2026-08-10T19:47:06.042223Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:06.012223Z","title":"Singer and A","venue":null,"work_id":"7c2ae257-b2cc-4909-ba3a-46bc32a73a32","year":2014},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.327146Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:0d694359e85cbf8cbcd5c42efd9dffb0c2e8c4a4f72eb86d0a85211a0d045d86","observation_id":"2eb8ff09-2d34-4982-8cbd-10ea550f8f3b","resolution":{"observed_at":"2026-08-10T19:47:06.018405Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.994348Z","title":"Challenges and reflections in designing cyber security curriculum,","venue":null,"work_id":"e9b4c1a2-d876-4c13-bcf9-f077a7228c48","year":2017},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.332678Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:269b2c69deec7b4fd46f2a62418f9b1cb23421f534be711ce6ae73e62b86ad8f","observation_id":"d43f1f7c-386c-47bf-8746-ffbbfbcc5c7b","resolution":{"observed_at":"2026-08-10T19:47:05.999977Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.975718Z","title":"Cybersecurity education, awareness raising, and training initiatives: National level evidence-based results, challenges, and promise,","venue":null,"work_id":"6cb06bd3-28cf-4eab-98f8-c62961af0443","year":2022},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.337609Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:3c7e69c163f3fb4c9d59af90a90c79b8a248dcdc3c96fbe817ed468975501442","observation_id":"25ca892b-1242-47a7-93c1-78258007096c","resolution":{"observed_at":"2026-08-10T19:47:05.981633Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.958275Z","title":"Addressing cybersecurity challenges in education,","venue":null,"work_id":"4b7933e8-f55f-455c-87cb-c33a98893c7b","year":2023},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.342382Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:1ff3c2416a2da17da7f5921bef5a853a87b0ad7271d9785d6b95408902383eb1","observation_id":"d0f36c93-3e17-4da3-9c49-7f87c0691f50","resolution":{"observed_at":"2026-08-10T19:47:05.963863Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.941281Z","title":"Design of secure coding challenges for cybersecurity education in the industry,","venue":null,"work_id":"7611af19-1036-4d3d-a768-7d784118df96","year":2020},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.347166Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:602d36b6e83f9f5f1d7b1751e7052713d246da0710d2c14c68b3c6eb3d39599b","observation_id":"f20e5e76-2c62-4e46-ad62-652a705d5051","resolution":{"observed_at":"2026-08-10T19:47:05.946807Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.924163Z","title":"Cyberse- curity education: The skills gap, hurdle!","venue":null,"work_id":"2fbe3747-6608-499d-b24e-393fc1d5bc58","year":2020},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.352331Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:184f5e6a1d89baca07a79ca8081c46fa6a38800790fa0d05405260a7b2fc255a","observation_id":"0b9c4779-acc8-4d54-a5df-b45f3e4e2655","resolution":{"observed_at":"2026-08-10T19:47:05.929835Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.906263Z","title":"The role of national cybersecurity strategies on the improvement of cybersecurity education,","venue":null,"work_id":"37210297-11c7-4e64-b37b-3dbc9d6f7023","year":2022},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.357021Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:ae8495a5cbf218f81418ad52cf498e3d3809d8420dd9e0332711c6489ff0fce4","observation_id":"a8691a0b-a042-4141-89bb-2644c9cf5f71","resolution":{"observed_at":"2026-08-10T19:47:05.912728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.889372Z","title":"Paar and J","venue":null,"work_id":"199ce54f-6881-4f5a-b450-8db499cfc9f1","year":2010},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.361869Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:460c59c9763b506f56927d02550c97b962abcfa5c43d18da62f92e3e9186640f","observation_id":"f7b38d5f-4436-49e0-98b5-6d76ad15c3d0","resolution":{"observed_at":"2026-08-10T19:47:05.894728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.871716Z","title":"The importance of cybersecurity education in school,","venue":null,"work_id":"cebfc0d9-23ee-40ad-ab24-04d7f3082515","year":2020},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.366559Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:a47fc4610c7fa1587a54b7cc66a9f640056248af9afb8769c7b4055d49077493","observation_id":"5eeb8125-3638-41d1-a665-f6006ec20a64","resolution":{"observed_at":"2026-08-10T19:47:05.877227Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.854683Z","title":"Analyzing students’ self-perception of success and learning effective- ness using gamification in an online cybersecurity course,","venue":null,"work_id":"2742947a-bb3d-4675-a2ce-80a7c5c1a8c2","year":2020},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.372846Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:bfebc545f7be94e640081714cde1a93aa7a88ea1a12716cc07fdbc9ceadb55d2","observation_id":"930e30a6-07f5-471b-a135-320f7b68478e","resolution":{"observed_at":"2026-08-10T19:47:05.860300Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.837237Z","title":"Changing the landscape of cybersecurity education in the eu: Will the new approach produce the required cybersecurity skills?","venue":null,"work_id":"faaec7a7-88e7-431b-b2f7-372527609aaa","year":2022},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.378221Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:b62a75c2b3b8124418e41924ebabbd4802785f2fb78529f167a8db3f0f4a5c5b","observation_id":"84cb24a4-ed9d-4711-b0ee-3ba37fdbb65f","resolution":{"observed_at":"2026-08-10T19:47:05.843020Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.817088Z","title":"Emulating and evaluating virtual remote laboratories for cybersecurity,","venue":null,"work_id":"6094ce58-4aef-44af-9bc1-d7e11d02efac","year":2020},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.383217Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:e0f21f08cc511e1c604034a1804287e6bd1c61389cbb551f0182038c75789758","observation_id":"6379c4a4-b983-4ee3-93c9-af166000a615","resolution":{"observed_at":"2026-08-10T19:47:05.822713Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.797135Z","title":"A study of cybersecurity education using a present-test-practice-assess model,","venue":null,"work_id":"f395f2d2-f78f-4c12-9b15-3fcb8c47b958","year":2021},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.387949Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:49d6481ac0d36003f7011a69cf517fcca40bc1c225c2ae64d43f8173c20993ec","observation_id":"fa4f68e7-3069-4a6b-806c-5c2c0cb524b2","resolution":{"observed_at":"2026-08-10T19:47:05.804499Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.778611Z","title":"Scalable learning environments for teaching cybersecurity hands-on,","venue":null,"work_id":"cc22c83c-389a-4f82-b1e6-ff456da3e9e2","year":2021},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.393137Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:a65eea5e7954a4c51cbfd1a67870a9f6c9f72be74a5b2a92acfdfb6ad6a747c0","observation_id":"731e90ea-55a3-4c58-b592-480364c8e861","resolution":{"observed_at":"2026-08-10T19:47:05.783998Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.761562Z","title":"Cyber security threat analysis in higher education institutions as a result of distance learning,","venue":null,"work_id":"2ed12a52-0e83-4319-91a6-cfb856f07855","year":2021},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.398594Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:5807ed5cb93e7818f8bf3bca6a2fa1821c3f2d76cb8bbc365fc8a4fc1b585322","observation_id":"1de35340-17f1-4344-97bf-61997425faf8","resolution":{"observed_at":"2026-08-10T19:47:05.767198Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.744421Z","title":"Education cybersecurity: Learning man- agement system, data and tools,","venue":null,"work_id":"d2d67e3a-10f9-4d51-8d88-933029227e0c","year":2023},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.403859Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:02bc9953cdd3f77e1c20db90fb4fb9b37c0269f395219cb7c9a442892824b828","observation_id":"f22df9bb-6b86-4566-997e-b0e8e6946ac9","resolution":{"observed_at":"2026-08-10T19:47:05.749999Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.728034Z","title":"Ai in cybersecurity education-a systematic literature review of studies on cybersecurity moocs,","venue":null,"work_id":"59e68e56-4399-48a0-835e-bd958e320373","year":2020},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.408825Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:fa8e7ca3a93338e8a64f6e704eb695c419ffabc5824f574ff56feccc8f960b23","observation_id":"81d5123d-29e5-4063-9986-27282196090d","resolution":{"observed_at":"2026-08-10T19:47:05.733182Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.709916Z","title":"Empowering professionals: a generative ai approach to personalized cybersecurity learning,","venue":null,"work_id":"95aa3253-a42c-4132-a384-1abb8bcc1fbe","year":2024},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.414100Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:8e4e3a8df7e00bd8c5d8dd89f80cfb0382af1fb3c1dd11cfe60d1697c788efae","observation_id":"d49a29a6-a1dc-433f-b89a-75c3d0c1fd6c","resolution":{"observed_at":"2026-08-10T19:47:05.715884Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.13001","last_updated":"2024-05-12T01:50:01Z","snapshot_observed_at":"2026-07-06T18:17:29.822273Z","submitted_at":"2024-05-12T01:50:01Z","title":"Large Language Models for Education: A Survey","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.13001","snapshot_observed_at":"2026-08-10T19:47:05.419520Z","title":"Large language models for education: A survey,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.419520Z"},"links":{"cited_paper":"/paper/2405.13001","citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:d48ae957927af59a3a2dc34372a0f265708adf537e698fbedc798c4ea4eda679","observation_id":"754c6ff5-4ae0-446d-952e-99689fda26a8","resolution":{"observed_at":"2026-08-10T19:47:05.419520Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.425022Z","title":"Retrieval- augmented generation for knowledge-intensive nlp tasks,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.425022Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:339dc631ccc73f16e3d164a72161e7a222eb71c50807875d024affc70cb7daad","observation_id":"f0cdc136-e754-484a-971c-693744543fc2","resolution":{"observed_at":"2026-08-10T19:47:05.425022Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.12875","last_updated":"2024-09-21T06:48:45Z","snapshot_observed_at":"2026-08-07T02:31:13.044154Z","submitted_at":"2024-02-20T10:11:03Z","title":"Chain of Thought Empowers Transformers to Solve Inherently Serial Problems","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.12875","snapshot_observed_at":"2026-08-10T19:47:05.429941Z","title":"Chain of thought empowers transformers to solve inherently serial problems,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.429941Z"},"links":{"cited_paper":"/paper/2402.12875","citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:009f12d243078e284d3c6092727b224493947b33c063fc229c18da7643584172","observation_id":"bf7e6029-de72-46e4-952d-471c17be4f32","resolution":{"observed_at":"2026-08-10T19:47:05.429941Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.681141Z","title":"Analyzing code text strings for code evaluation,","venue":null,"work_id":"24dd997f-e535-4918-9758-8f6ec1ed0874","year":2023},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.435849Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:1e6d3e1d6d631734a4b0f138f11909e171671855cf8b27cc74bdbe19be5a97d5","observation_id":"a61290de-cea1-4b04-afba-e6ddc9a19ee8","resolution":{"observed_at":"2026-08-10T19:47:05.686981Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.15748","last_updated":"2024-07-22T15:53:27Z","snapshot_observed_at":"2026-08-10T04:40:21.125464Z","submitted_at":"2024-07-22T15:53:27Z","title":"MoRSE: Bridging the Gap in Cybersecurity Expertise with Retrieval Augmented Generation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.15748","snapshot_observed_at":"2026-08-10T19:47:05.441110Z","title":"Morse: Bridging the gap in cybersecurity expertise with retrieval augmented generation,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.441110Z"},"links":{"cited_paper":"/paper/2407.15748","citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:a48a5e72d52652c70d0c540b112cc6d70cc368a0eb452cb1d106d6ff5baa8e1d","observation_id":"20ee5b0b-a806-4ace-8fa5-d89dcfb1a234","resolution":{"observed_at":"2026-08-10T19:47:05.441110Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.664207Z","title":"Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,","venue":null,"work_id":"ba3519bb-e455-498f-acde-bcb4ae986689","year":2024},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.446264Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:6a0d1bf59c5b3ed9762561f5f6b1621f02f741016820c37932ce09df0f24db0f","observation_id":"85ae6233-cc5c-4456-be4b-eebf73e6a4f3","resolution":{"observed_at":"2026-08-10T19:47:05.669370Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.15452","last_updated":"2024-03-18T17:20:07Z","snapshot_observed_at":"2026-08-11T22:36:41.334036Z","submitted_at":"2024-03-18T17:20:07Z","title":"What Are Tools Anyway? A Survey from the Language Model Perspective","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.15452","snapshot_observed_at":"2026-08-10T19:47:05.451432Z","title":"What are tools anyway? a survey from the language model perspective,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.451432Z"},"links":{"cited_paper":"/paper/2403.15452","citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:9b9256805e9f07a560f0ebcd73e0b5b0ecf473a64b4db8c224d2d4afb044b9ec","observation_id":"0c126604-f49f-46ae-bd9b-0c6037d77e74","resolution":{"observed_at":"2026-08-10T19:47:05.451432Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.03314","last_updated":"2024-08-06T17:35:05Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-08-06T17:35:05Z","title":"Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.03314","snapshot_observed_at":"2026-08-10T19:47:05.456985Z","title":"Scaling llm test-time compute optimally can be more effective than scaling model parameters,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.456985Z"},"links":{"cited_paper":"/paper/2408.03314","citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:20442c6f1360ec3c23e2415ded65603fe0ea271e8beefd701d7a0a7ee8d7548f","observation_id":"6adf453d-f0ba-4379-90e4-0ed3296d29c0","resolution":{"observed_at":"2026-08-10T19:47:05.456985Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.644860Z","title":"The mystery of job performance: a system dynamics model of human behavior,","venue":null,"work_id":"3e25a8a9-a07e-4647-913f-7943450bc011","year":2014},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.462188Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:228f8163a157264773a8ae69ad4bd425f29979d1bd92a5501c97b2697e28bc0d","observation_id":"fc3bf716-fc57-4e7b-a593-a5ad6c15a1e5","resolution":{"observed_at":"2026-08-10T19:47:05.652337Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2210.03629","last_updated":"2023-03-10T01:00:17Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2022-10-06T01:00:32Z","title":"ReAct: Synergizing Reasoning and Acting in Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.03629","snapshot_observed_at":"2026-08-10T19:47:05.467642Z","title":"React: Synergizing reasoning and acting in language models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.467642Z"},"links":{"cited_paper":"/paper/2210.03629","citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:d72004b5edd93bc26629fb89f0934b161cedf584df94c4639bfd30aa14ab218b","observation_id":"26817917-fc0a-43ca-ab85-270ee477ea99","resolution":{"observed_at":"2026-08-10T19:47:05.467642Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T19:47:05.625653Z","title":null,"venue":null,"work_id":"2ab42e90-7775-427f-bc04-300fd4e946d7","year":2021},"citing_paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-10T19:47:05.472951Z"},"links":{"citing_paper":"/paper/2501.09709"},"observation_digest":"sha256:1dab11551ff58db74ad893fc6a5cdf8285b8da39efd37afc993892647a1d22eb","observation_id":"e3663cfc-a860-4b08-827f-c968a18ea403","resolution":{"observed_at":"2026-08-10T19:47:05.632065Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2501.09709","last_updated":"2025-01-16T18:00:06Z","latest_version":1,"primary_category":"cs.CY","snapshot_observed_at":"2026-08-11T21:50:47.121112Z","submitted_at":"2025-01-16T18:00:06Z","title":"CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education"},"reference_resolution":{"displayed":36,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":12,"verified_exact":0,"verified_fuzzy":24},"total_outbound_references":36},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 3 inbound Pith citation observations for arXiv:2501.09709."}