Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Training Automated Defense Strategies Using Graph-based Cyber Attack Simulations
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2304.11084.
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 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:11:08.285612Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T13:11:11.469043Z
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 7e03e324-70e8-4b77-b832-d0f585236e68 · inbound
Training RL Agents for Multi-Objective Network Defense Tasks cites this paper.
Training RL Agents for Multi-Objective Network Defense Tasks Training Automated Defense Strategies Using Graph-based Cyber Attack Simulations
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T13:11:37.800628Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e3422afb-24ed-4040-b0a7-05e3a965f483 · inbound
SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity cites this paper.
SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Training Automated Defense Strategies Using Graph-based Cyber Attack Simulations
Reference 101
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T03:15:10.056177Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.