Paper Citation Record · LEDGER

Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2308.12086.

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

pith.paper-citation-record.v1
2308.12086 v2

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 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:48:18.354479Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T03:34:13.252804Z

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 3a7f545e-bf24-42a9-a473-889459aef6a6 · inbound

ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation cites this paper.

ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-19T04:42:04.788743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9837d168-23e8-411a-8df2-418f8d3de5b7 · inbound

Online Incident Response Planning under Model Misspecification through Bayesian Learning and Belief Quantization cites this paper.

Online Incident Response Planning under Model Misspecification through Bayesian Learning and Belief Quantization Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T18:48:18.354479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee4cced7-c4be-4584-a10f-1a0d75dce10d · inbound

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems cites this paper.

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-20T15:28:25.619933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c39b2a8f-e23d-4711-b326-7c3647a34d9e · inbound

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies cites this paper.

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

Reference 89

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T03:34:13.254305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.