Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
PenHeal: A Two-Stage LLM Framework for Automated Pentesting and Optimal Remediation
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2407.17788.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:01:01.769802Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T23:35:07.025550Z
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 9c47e9ee-98eb-4b56-9308-f1b64df907ec · inbound
Eradicating the Unseen: Detecting, Exploiting, and Remediating a Path Traversal Vulnerability across GitHub cites this paper.
Eradicating the Unseen: Detecting, Exploiting, and Remediating a Path Traversal Vulnerability across GitHub PenHeal: A Two-Stage LLM Framework for Automated Pentesting and Optimal Remediation
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:01:01.769802Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d326bf29-32f0-4432-a82b-45699265daed · inbound
Measuring and Augmenting Large Language Models for Solving Capture-the-Flag Challenges cites this paper.
Measuring and Augmenting Large Language Models for Solving Capture-the-Flag Challenges PenHeal: A Two-Stage LLM Framework for Automated Pentesting and Optimal Remediation
Reference 53
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T23:35:07.054889Z
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.