Paper Citation Record · LEDGER

Automated Cyber Defence: A Review

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2303.04926.

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

pith.paper-citation-record.v1
2303.04926 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:22:01.709168Z

measured 0 of 1 external citation measurements

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 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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.