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Paper Citation Record · LEDGER

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

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 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 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:32:25.700574Z

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

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:32:25.700574Z digest=sha256:5c832673f29080e665e526f1eb886ca39b418c3947c79572aa4081935157f40b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.354285Z digest=sha256:267b2e831f5dd8cfce04d4ae91c10f14d01e40bd089db9522836856afe1e3e07