Paper Citation Record · LEDGER

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity

As of 20 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 3 inbound Pith citation observations for arXiv:2505.03179.

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

pith.paper-citation-record.v1
2505.03179 v1

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:00:26.424198Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:36:55.349344Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T22:03:46.875303Z

Reference resolution

75 of 75 outbound references displayed

verified exact2
verified fuzzy42
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 815fef65-b20d-427a-8719-3a84105a6b3e · outbound

This paper cites Alert fatigue in security operations centres: Research challenges and opportunities,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Alert fatigue in security operations centres: Research challenges and opportunities,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:25.947936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e49b17c-0ecc-4389-aa23-9f926677212f · outbound

This paper cites Time pressure in human cybersecurity behavior: Theoretical framework and countermea- sures,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Time pressure in human cybersecurity behavior: Theoretical framework and countermea- sures,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.337789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8d199b85-bc4b-4e96-88a1-9dc254ae4b59 · outbound

This paper cites Working conditions and cybersecurity: Time pressure, autonomy and threat appraisal shaping em- ployees’ security behavior,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Working conditions and cybersecurity: Time pressure, autonomy and threat appraisal shaping em- ployees’ security behavior,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.316419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b2601e5-c659-48f0-8e49-82e96dfaa802 · outbound

This paper cites O’Flaherty.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity O’Flaherty

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.293445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fdc306ec-660b-4d8f-97ba-f72b71387037 · outbound

This paper cites 2024 cybersecurity workforce report: Bridging the workforce shortage and skills gap,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity 2024 cybersecurity workforce report: Bridging the workforce shortage and skills gap,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.273810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5116938e-a325-4a6e-a799-a42c435340f3 · outbound

This paper cites GPT-4 Technical Report.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity GPT-4 Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:25.977863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6483134-ec31-4f6f-a1f9-8cd4c4596f25 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:25.984974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f8eacc7-0d84-49de-bf68-5c003c0b7cef · outbound

This paper cites What’s the secret to making sure ai does not steal your job? work with it, not against it,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity What’s the secret to making sure ai does not steal your job? work with it, not against it,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.252091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6fc4c2e5-d6a0-47c0-8205-7fe4ea7e6660 · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:25.995679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3649cb78-176b-463f-9ee7-5fbabdbb1e49 · outbound

This paper cites Experimental evidence on the productivity effects of generative artificial intelligence,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Experimental evidence on the productivity effects of generative artificial intelligence,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.003171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd62aee6-d7b0-4f3b-8866-93206e983343 · outbound

This paper cites Towards effective identification of attack techniques in cyber threat intelligence reports using large language models,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Towards effective identification of attack techniques in cyber threat intelligence reports using large language models,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.212619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4e0dad48-e5c3-426c-87ab-ae41b724dae0 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.013435Z

Source-reported events for the cited work

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Observation cc11d9c1-2bfb-4099-9586-737d1a997b0b · outbound

This paper cites Guidelines for human- ai interaction,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Guidelines for human- ai interaction,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.018741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b386e9f-c0fc-4565-9945-c9d793df8974 · outbound

This paper cites Advancing human-ai comple- mentarity: The impact of user expertise and algorithmic tuning on joint decision making,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Advancing human-ai comple- mentarity: The impact of user expertise and algorithmic tuning on joint decision making,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.175968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 28188fe1-a81c-414a-a405-5384b93dcbd2 · outbound

This paper cites Expanding explainability: Towards social transparency in ai systems,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Expanding explainability: Towards social transparency in ai systems,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.152938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation de707008-f4b1-486e-95df-26adc676a2f7 · outbound

This paper cites Human factors in phishing attacks: a systematic literature review,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Human factors in phishing attacks: a systematic literature review,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.036798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d4322a4-ebc1-4259-940d-6c66cb100931 · outbound

This paper cites Cognitive analysis of intrusion detection system,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Cognitive analysis of intrusion detection system,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.108655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e51bae51-7399-4732-89fd-8056da4d7df9 · outbound

This paper cites What makes phishing emails hard for humans to detect?.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity What makes phishing emails hard for humans to detect?

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.086023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f610fc71-bab1-4e0a-9dab-5dce3b472cd4 · outbound

This paper cites The role of cue utilization and cognitive load in the recognition of phishing emails,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity The role of cue utilization and cognitive load in the recognition of phishing emails,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.067073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 47033465-020c-4c9c-9ed6-1e8577d60991 · outbound

This paper cites A controlled experiment on the impact of intrusion detection false alarm rate on analyst performance,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity A controlled experiment on the impact of intrusion detection false alarm rate on analyst performance,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.043189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b35f35e-5db2-42f4-97c7-94593ddfdbd2 · outbound

This paper cites A user-centered approach to visualizing network traffic for intrusion de- tection,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity A user-centered approach to visualizing network traffic for intrusion de- tection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.022298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 45b1293e-c177-43be-a211-90e754076687 · outbound

This paper cites Xai systems evaluation: a review of human and computer-centred methods,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Xai systems evaluation: a review of human and computer-centred methods,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:28.001079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c8c435fe-bbad-4b23-b50f-bcbc95d6f99a · outbound

This paper cites Trust in automation: Designing for appropriate reliance,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Trust in automation: Designing for appropriate reliance,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.976526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8c85a25f-f8be-480e-9f25-914a8adb0222 · outbound

This paper cites Explainable artificial intelligence (xai) 2.0: A manifesto of open challenges and interdisciplinary research directions,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Explainable artificial intelligence (xai) 2.0: A manifesto of open challenges and interdisciplinary research directions,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.952927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1231bde1-dec6-4add-9382-afd414a75f3c · outbound

This paper cites From anecdotal evidence to quantitative evaluation methods: A systematic review on evaluating explainable ai,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity From anecdotal evidence to quantitative evaluation methods: A systematic review on evaluating explainable ai,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.093777Z

Source-reported events for the cited work

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Observation fe3d7bb1-a2ee-42e6-b5e8-4980901ec141 · outbound

This paper cites Evaluating the necessity of the multiple metrics for assessing explainable ai: A critical examination,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Evaluating the necessity of the multiple metrics for assessing explainable ai: A critical examination,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.910427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b11235ea-ffd3-4350-9d85-69ae55bd3aac · outbound

This paper cites Formalizing trust in artificial intelligence: prerequisites, causes and goals of human trust in ai,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Formalizing trust in artificial intelligence: prerequisites, causes and goals of human trust in ai,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.884774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aaba41f2-5bae-4265-aeb3-282617f57270 · outbound

This paper cites Overconfident and unconfident ai hinder human-ai collaboration,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Overconfident and unconfident ai hinder human-ai collaboration,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.112052Z

Source-reported events for the cited work

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Observation e79057e9-d410-4a90-b955-a191f4a663f7 · outbound

This paper cites Effect of confidence and explanation on accuracy and trust calibration in ai-assisted decision mak- ing,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Effect of confidence and explanation on accuracy and trust calibration in ai-assisted decision mak- ing,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.861061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2eea503b-f4f3-48b2-b0a8-079fca2c9c62 · outbound

This paper cites Evaluating Human-AI Collaboration: A Review and Methodological Framework.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Evaluating Human-AI Collaboration: A Review and Methodological Framework

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.123046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee75833a-d9dd-428f-82f3-bca3cdf90c2b · outbound

This paper cites Human-AI Collaboration in Decision-Making: Beyond Learning to Defer.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Human-AI Collaboration in Decision-Making: Beyond Learning to Defer

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.128701Z

Source-reported events for the cited work

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Observation 27ce2fa8-2d2f-48fd-a4aa-6874877b5237 · outbound

This paper cites A systematic review and taxonomy of expla- nations in decision support and recommender systems,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity A systematic review and taxonomy of expla- nations in decision support and recommender systems,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.134091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f94670ec-7bf6-4cbd-b622-a0df83eef019 · outbound

This paper cites Human-ai collaboration: the effect of ai delegation on human task performance and task satisfaction,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Human-ai collaboration: the effect of ai delegation on human task performance and task satisfaction,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.819742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation adf0d98b-56dd-4544-a965-71092523850d · outbound

This paper cites Collab- orative intelligence: A scoping review of current applications,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Collab- orative intelligence: A scoping review of current applications,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.798903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 937e3fe8-bf0b-4950-bbcf-16b36f8c983b · outbound

This paper cites Why Would You Suggest That? Human Trust in Language Model Responses.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Why Would You Suggest That? Human Trust in Language Model Responses

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.152098Z

Source-reported events for the cited work

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Observation 7839fbe6-7ff3-4254-8881-40e7d08c3ea3 · outbound

This paper cites Relying on the Unreliable: The Impact of Language Models' Reluctance to Express Uncertainty.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Relying on the Unreliable: The Impact of Language Models' Reluctance to Express Uncertainty

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.158024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13a0b903-661b-4ce2-9da0-f72e3ec68c7f · outbound

This paper cites What large language models know and what people think they know,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity What large language models know and what people think they know,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.778996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation de8855d0-a997-4c94-a748-2cdc72edc2cf · outbound

This paper cites The impact of ai errors in a human-in-the-loop process,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity The impact of ai errors in a human-in-the-loop process,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.758207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9efc9ddd-2c1a-439d-a221-16920963b8a8 · outbound

This paper cites The answer is in the text: Multi-stage methods for phishing detection based on feature engineering,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity The answer is in the text: Multi-stage methods for phishing detection based on feature engineering,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.180150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3da66209-adbd-4742-8257-cc57b4d46ac9 · outbound

This paper cites A Deep Learning Model with Hierarchical LSTMs and Supervised Attention for Anti-Phishing.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity A Deep Learning Model with Hierarchical LSTMs and Supervised Attention for Anti-Phishing

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.186176Z

Source-reported events for the cited work

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Observation aa2eef19-06f6-42b9-b1cc-75d54944818f · outbound

This paper cites Gru-based deep learning approach for network intrusion alert prediction,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Gru-based deep learning approach for network intrusion alert prediction,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.719316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 59076e74-f854-44d2-a36f-9ca169137513 · outbound

This paper cites Cyber intrusion pre- diction and taxonomy system using deep learning and distributed big data processing,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Cyber intrusion pre- diction and taxonomy system using deep learning and distributed big data processing,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.688029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation db759530-3ac7-43be-82d5-ea9d296381b3 · outbound

This paper cites Artificial intelligence in cyber security: research advances, challenges, and opportunities,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Artificial intelligence in cyber security: research advances, challenges, and opportunities,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.664438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6db56cd3-78ce-46fd-853b-23ca89d4fc19 · outbound

This paper cites A Survey on Human-AI Collaboration with Large Foundation Models.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity A Survey on Human-AI Collaboration with Large Foundation Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.208884Z

Source-reported events for the cited work

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Observation 351bee60-689a-4c9f-b76c-84aa7b16b319 · outbound

This paper cites Towards human-ai teaming to mitigate alert fatigue in security operations centres,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Towards human-ai teaming to mitigate alert fatigue in security operations centres,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.635095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 79ef9153-82bb-41ba-ba9d-61ced5724954 · outbound

This paper cites A2c: A modular multi- stage collaborative decision framework for human-ai teams,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity A2c: A modular multi- stage collaborative decision framework for human-ai teams,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.610963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6f6ae994-31f2-45a3-b1b6-acf8219a6534 · outbound

This paper cites Poster: A teacher-student with human feedback model for human-ai collaboration in cybersecurity,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Poster: A teacher-student with human feedback model for human-ai collaboration in cybersecurity,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.584468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d22170a0-b14c-4129-8878-d235cb7c8be8 · outbound

This paper cites Human-ai collaboration and cyber security training: Learning analytics opportunities and challenges.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Human-ai collaboration and cyber security training: Learning analytics opportunities and challenges

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.559139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ad42a664-a9d7-4983-8485-d93bb5030e9b · outbound

This paper cites A cyber- security game to probe human-ai teaming,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity A cyber- security game to probe human-ai teaming,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.531277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1cdc217c-ec39-4dd4-9e2b-bd2de6f5b5b1 · outbound

This paper cites Human-in- the-loop intelligence: Advancing ai-centric cybersecurity for the future,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Human-in- the-loop intelligence: Advancing ai-centric cybersecurity for the future,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.504947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2d423e73-61fe-4ef4-98cb-902d34ec98d9 · outbound

This paper cites ChatSpamDetector: Leveraging Large Language Models for Effective Phishing Email Detection.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity ChatSpamDetector: Leveraging Large Language Models for Effective Phishing Email Detection

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.265217Z

Source-reported events for the cited work

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Observation 9a4d4b41-4e8f-4bca-b9b4-52a5daa3931f · outbound

This paper cites Transformers and Large Language Models for Efficient Intrusion Detection Systems: A Comprehensive Survey.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Transformers and Large Language Models for Efficient Intrusion Detection Systems: A Comprehensive Survey

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.271613Z

Source-reported events for the cited work

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Observation 4a9bffc8-bcc2-4cf6-b0f8-b13f2941fac5 · outbound

This paper cites Exploring the artificial intelligence “trust paradox.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Exploring the artificial intelligence “trust paradox

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.482105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7036c589-bb71-42d7-9ed4-351fd1d2c98d · outbound

This paper cites Fostering Appropriate Reliance on Large Language Models: The Role of Explanations, Sources, and Inconsistencies.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Fostering Appropriate Reliance on Large Language Models: The Role of Explanations, Sources, and Inconsistencies

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.284495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2882b7be-a866-4491-9a48-a1bfbca3754d · outbound

This paper cites Adjust for trust: Mitigating trust- induced inappropriate reliance on ai assistance,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Adjust for trust: Mitigating trust- induced inappropriate reliance on ai assistance,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.290586Z

Source-reported events for the cited work

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Observation d65aef7f-4b49-4405-8d51-64bf61d209a2 · outbound

This paper cites Krippendorff,Content analysis: An introduction to its methodology, 4th ed.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Krippendorff,Content analysis: An introduction to its methodology, 4th ed

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.454958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 88ba2ab2-e675-46ec-8e70-4417e65211fc · outbound

This paper cites Towards a science of human-AI decision making: An overview of design space in empirical human-subject studies,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Towards a science of human-AI decision making: An overview of design space in empirical human-subject studies,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.433764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 71d41cb2-30be-4860-9b4e-0c2730605ede · outbound

This paper cites Towards a science of human-ai decision making: An overview of design space in empirical human-subject studies,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Towards a science of human-ai decision making: An overview of design space in empirical human-subject studies,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.310333Z

Source-reported events for the cited work

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Observation 05e2e32f-ef77-40b9-b59e-561823d9107f · outbound

This paper cites To trust or to think: cognitive forcing functions can reduce overreliance on ai in ai-assisted decision-making,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity To trust or to think: cognitive forcing functions can reduce overreliance on ai in ai-assisted decision-making,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.403742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 50a584ad-09b3-43dc-bd60-994023c4c7cd · outbound

This paper cites Characterizing the cognitive demands of cybersecurity tasks,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Characterizing the cognitive demands of cybersecurity tasks,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.374097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 67c9783b-bc15-41e1-9b1f-37baef419315 · outbound

This paper cites 2024 Data Breach Investi- gations Report,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity 2024 Data Breach Investi- gations Report,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.351711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation edc5cad9-5731-43c4-9502-193319dbecb1 · outbound

This paper cites Phishing Activity Trends Report – 4th Quarter 2023,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Phishing Activity Trends Report – 4th Quarter 2023,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.333598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4ca5e513-37dc-496b-925d-00c73a8a7842 · outbound

This paper cites Phishing Email Detection Using Inputs From Artificial Intelligence.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Phishing Email Detection Using Inputs From Artificial Intelligence

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:00:26.586307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6607753c-b7fc-40ae-b0fd-4d7ee35a83c8 · outbound

This paper cites An Explainable Transformer-based Model for Phishing Email Detection: A Large Language Model Approach.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity An Explainable Transformer-based Model for Phishing Email Detection: A Large Language Model Approach

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T00:00:26.345966Z

Source-reported events for the cited work

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Observation 00402e8c-04f9-49e3-8730-d73b5d2bea3c · outbound

This paper cites Toward deep learning based intrusion detection system: A survey,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Toward deep learning based intrusion detection system: A survey,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.310946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 09f268a6-a798-480d-90a8-01d8cd9890e9 · outbound

This paper cites Deep Learning Algorithms Used in Intrusion Detection Systems -- A Review.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Deep Learning Algorithms Used in Intrusion Detection Systems -- A Review

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:00:26.520158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a01fec28-3fc0-44e8-b378-2d84e47a328c · outbound

This paper cites Online self-supervised deep learning for in- trusion detection systems,.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Online self-supervised deep learning for in- trusion detection systems,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.287504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a2897a54-eee4-419a-a084-1b786dd3b0c5 · outbound

This paper cites an unresolved cited work.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:00:27.259705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 98ffb309-3cf9-46fd-bd1f-86d7ef971cd2 · outbound

This paper cites an unresolved cited work.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:00:27.237782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1031a3fa-1634-4c74-a69d-15edd6535542 · outbound

This paper cites an unresolved cited work.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:00:27.208678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bce4cdc9-f3c3-4bb2-889e-ac368a663de3 · outbound

This paper cites an unresolved cited work.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:00:27.184268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2fadf84e-23dc-49a4-8ad4-dfa5b5a5527f · outbound

This paper cites an unresolved cited work.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:00:27.162292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4f3fadb5-0712-4bc9-b5a9-f66e94f53bee · outbound

This paper cites an unresolved cited work.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:00:27.139540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ef7ab1b2-0b74-417b-8992-3f320ff5adb2 · outbound

This paper cites an unresolved cited work.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:00:27.114041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f99b91c8-0e69-419d-a6a2-d46726966591 · outbound

This paper cites •The solution is unnecessarily complex.

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity •The solution is unnecessarily complex

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:00:27.095235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation c3fd5ed8-5ba4-4e12-ac71-8ded59ec0837 · inbound

Making Sense of the Unsensible: Reflection, Survey, and Challenges for XAI in Large Language Models Toward Human-Centered AI cites this paper.

Making Sense of the Unsensible: Reflection, Survey, and Challenges for XAI in Large Language Models Toward Human-Centered AI Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity

Reference 48

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Source-reported events for the cited work

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Observation 780956cd-3470-4b3a-a16d-c08f05dd6597 · inbound

LLMs Are Not Yet Ready for Deepfake Image Detection cites this paper.

LLMs Are Not Yet Ready for Deepfake Image Detection Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:25.700574Z

Source-reported events for the cited work

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Observation 140356f9-4757-4faa-81de-70b59391d0c9 · inbound

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users cites this paper.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity

Reference 79

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:03:46.880907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.