Paper Citation Record · LEDGER

Autonomous Penetration Testing using Reinforcement Learning

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:1905.05965.

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

pith.paper-citation-record.v1
1905.05965 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:56:00.809097Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:31:51.985700Z

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 3729bb02-3430-4098-91d0-27c7985a6ddd · inbound

The Problem of Social Cost in Multi-Agent General Reinforcement Learning: Survey and Synthesis cites this paper.

The Problem of Social Cost in Multi-Agent General Reinforcement Learning: Survey and Synthesis Autonomous Penetration Testing using Reinforcement Learning

Reference 121

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:00.809097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7075cdd7-f7f7-4959-87af-011210f18923 · inbound

Mind the Gap: Towards Generalizable Autonomous Penetration Testing via Domain Randomization and Meta-Reinforcement Learning cites this paper.

Mind the Gap: Towards Generalizable Autonomous Penetration Testing via Domain Randomization and Meta-Reinforcement Learning Autonomous Penetration Testing using Reinforcement Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T21:51:38.152168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98bc48af-4cb4-42e1-aa2a-2798c6e59b98 · inbound

Reinforcement Learning for Automated Cybersecurity Penetration Testing cites this paper.

Reinforcement Learning for Automated Cybersecurity Penetration Testing Autonomous Penetration Testing using Reinforcement Learning

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:31:52.052781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a5e22f6a-ca5c-4d82-a11b-a1dc7ef8e77a · inbound

VulnGym: Evaluating Vulnerability Management Strategies against Advanced Persistent Threats cites this paper.

VulnGym: Evaluating Vulnerability Management Strategies against Advanced Persistent Threats Autonomous Penetration Testing using Reinforcement Learning

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-31T11:52:39.072784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.