Paper Citation Record · LEDGER

Detecting Offensive Cyber Agents: A Detection-in-Depth Approach

As of 18 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 2 inbound Pith citation observations for arXiv:2605.21956.

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

pith.paper-citation-record.v1
2605.21956 v1

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T04:14:38.954165Z

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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T01:33:19.317887Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

5 of 5 outbound references displayed

verified exact0
verified fuzzy5
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15022fd2-1591-4ac1-9040-8c43f7aeb34b · outbound

This paper cites Honeypots can reveal what attackers are doing, how they operate, and who they are.

Detecting Offensive Cyber Agents: A Detection-in-Depth Approach Honeypots can reveal what attackers are doing, how they operate, and who they are

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:16:02.916086Z

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 6f4067f7-75a0-4144-9cbd-0a2a9866277e · outbound

This paper cites Because honeypots have no production value, any interaction with them is inherently suspicious.

Detecting Offensive Cyber Agents: A Detection-in-Depth Approach Because honeypots have no production value, any interaction with them is inherently suspicious

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:16:02.927093Z

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 cfd87ea0-6a18-4b5b-a8e4-50f260880a89 · outbound

This paper cites Intelligence gathered by honeypots can feed directly into defensive systems.

Detecting Offensive Cyber Agents: A Detection-in-Depth Approach Intelligence gathered by honeypots can feed directly into defensive systems

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:16:02.923426Z

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 35393f39-d837-4b33-97f1-0b2aa543e48c · outbound

This paper cites Set-up and deployment of a high-interaction honeypot: experiment and lessons learned.

Detecting Offensive Cyber Agents: A Detection-in-Depth Approach Set-up and deployment of a high-interaction honeypot: experiment and lessons learned

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:16:02.930948Z

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 0055c82c-b113-41f8-9e23-eff1adbde50d · outbound

This paper cites A Survey on Honeypot Software and Data Analysis.

Detecting Offensive Cyber Agents: A Detection-in-Depth Approach A Survey on Honeypot Software and Data Analysis

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:16:02.919690Z

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 ce23f04d-2f4f-426d-85d2-efd833556611 · inbound

Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response cites this paper.

Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response Detecting Offensive Cyber Agents: A Detection-in-Depth Approach

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T02:40:29.318198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a151a0e6-9652-4d21-86fe-a5def62927a4 · inbound

Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response cites this paper.

Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response Detecting Offensive Cyber Agents: A Detection-in-Depth Approach

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T01:33:19.317887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.