Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Guidelines for Applying RL and MARL in Cybersecurity Applications
As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2503.04262.
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 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T03:15:10.016619Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T15:51:44.377890Z
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 4e85cdea-4499-4c2c-9106-42eea1647fe5 · inbound
SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity cites this paper.
SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity Guidelines for Applying RL and MARL in Cybersecurity Applications
Reference 87
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T03:15:10.016619Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60a68d11-6e81-4e86-a45d-369d045288dd · inbound
Self-Adaptive Multi-Agent LLM-Based Security Pattern Selection for IoT Systems cites this paper.
Self-Adaptive Multi-Agent LLM-Based Security Pattern Selection for IoT Systems Guidelines for Applying RL and MARL in Cybersecurity Applications
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T15:51:44.383566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.