Paper Citation Record · LEDGER

PentestJudge: Judging Agent Behavior Against Operational Requirements

As of 18 August 2026, this Paper Citation Record lists 1 of 1 outbound references and 6 inbound Pith citation observations for arXiv:2508.02921.

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

pith.paper-citation-record.v1
2508.02921 v1

Coverage vector

measured 1 of 1 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:50:17.744777Z

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T00:49:47.308580Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T18:37:31.173428Z

Reference resolution

1 of 1 outbound references displayed

verified exact1
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60ef4aaf-f137-4025-83be-907a535ce7a8 · outbound

This paper cites Context-aware Risk Assessment and Its Application in Autonomous Driving.

PentestJudge: Judging Agent Behavior Against Operational Requirements Context-aware Risk Assessment and Its Application in Autonomous Driving

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:50:17.790369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 3957abce-a16c-41b2-b15b-5849294b2973 · inbound

Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours cites this paper.

Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours PentestJudge: Judging Agent Behavior Against Operational Requirements

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:51:46.568758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation df640352-dff4-4ac2-b02e-8c4a6db83e24 · inbound

From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World cites this paper.

From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World PentestJudge: Judging Agent Behavior Against Operational Requirements

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:16:27.642213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1b87ef09-8c14-4c03-882f-3fe94679be5d · inbound

From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World cites this paper.

From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World PentestJudge: Judging Agent Behavior Against Operational Requirements

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T14:22:23.916894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dfdfa0d-b65b-47a6-91b8-02beb660f882 · inbound

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents cites this paper.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents PentestJudge: Judging Agent Behavior Against Operational Requirements

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-07-10T18:37:31.174684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c2cd7304-7fc1-45a9-8fa9-42d03cbb0b28 · inbound

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents cites this paper.

ScopeJudge: Cost-Aware Pre-Execution Gating for Offensive Security Agents PentestJudge: Judging Agent Behavior Against Operational Requirements

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T00:49:47.308580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddbcb8ed-12d3-4099-8824-aec0b2e6093d · inbound

StealthBench: Measuring Operational Stealth in Autonomous Offensive-Security Agents cites this paper.

StealthBench: Measuring Operational Stealth in Autonomous Offensive-Security Agents PentestJudge: Judging Agent Behavior Against Operational Requirements

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T00:13:38.793264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.