Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Automated Cyber Defence: A Review
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2303.04926.
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 2026-08-09T21:03:18.598127Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-21T16:30:22.089070Z
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 e8dff585-fec0-43c3-8275-3857210410d7 · inbound
An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents cites this paper.
An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Automated Cyber Defence: A Review
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T21:03:18.598127Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87c0a7d2-c9b6-4790-bdb6-e89981ff218e · inbound
Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms cites this paper.
Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Automated Cyber Defence: A Review
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:22:01.709168Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a880bdfe-4113-48e5-9f4a-6e2624a90d46 · inbound
Toward an Intent-Based and Ontology-Driven Autonomic Security Response in Security Orchestration Automation and Response cites this paper.
Toward an Intent-Based and Ontology-Driven Autonomic Security Response in Security Orchestration Automation and Response Automated Cyber Defence: A Review
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T16:57:36.852785Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45a5a68a-c061-4d2d-a730-8493fb03eda8 · inbound
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence cites this paper.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence Automated Cyber Defence: A Review
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:46.730586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 550360a8-f370-4195-8d6d-ab9fe149679e · inbound
Adaptive Network Security Policies via Belief Aggregation and Rollout cites this paper.
Adaptive Network Security Policies via Belief Aggregation and Rollout Automated Cyber Defence: A Review
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T04:57:04.580379Z
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 7c467343-006d-477b-a066-dd08076a12ce · 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 Automated Cyber Defence: A Review
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T18:48:19.100581Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8f76b00-bb1a-45dd-8297-58ea37e658c9 · inbound
Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial Auctions cites this paper.
Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial Auctions Automated Cyber Defence: A Review
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:22:05.288975Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40caeed9-575e-4d55-adc8-bf63fc3cac72 · inbound
Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework cites this paper.
Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework Automated Cyber Defence: A Review
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T16:30:22.091789Z
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 9e58397d-2b02-4198-ab89-d951650886a0 · inbound
Beyond Rewards in Reinforcement Learning for Cyber Defence cites this paper.
Beyond Rewards in Reinforcement Learning for Cyber Defence Automated Cyber Defence: A Review
Reference 33
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-03T04:28:14.957188Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a87f9ed1-75c3-4163-bcaa-b4054bc04f19 · inbound
Open Security Benchmark: Towards Autonomous Enterprise Cyber Defense cites this paper.
Open Security Benchmark: Towards Autonomous Enterprise Cyber Defense Automated Cyber Defence: A Review
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T10:23:17.663945Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.