Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:53:47.146359Z
Paper Citation Record · LEDGER
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence
As of 8 August 2026, this Paper Citation Record lists 9 of 9 outbound references and 0 inbound Pith citation observations for arXiv:2507.14658.
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 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
9 of 9 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved7
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 354fb64b-411c-4b8d-b913-112e7f23f60a · outbound
This paper cites an unresolved cited work.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence Unresolved cited work
Reference 1
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-06T15:53:47.546621Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4905b91f-28dd-4037-b269-c74c6a27b433 · outbound
This paper cites Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:46.687032Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45a5a68a-c061-4d2d-a730-8493fb03eda8 · outbound
This paper cites Automated Cyber Defence: A Review.
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 b800cdf7-5c28-43e5-b3bc-2bd24527d3b4 · outbound
This paper cites On Autonomous Agents in a Cyber Defence Environment.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence On Autonomous Agents in a Cyber Defence Environment
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:46.792463Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8760f5a9-5eb8-4ece-9680-2b51fb5bbb0f · outbound
This paper cites an unresolved cited work.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T15:53:48.089359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1d82db1b-feb5-4c01-9666-6ed71a4d1477 · outbound
This paper cites an unresolved cited work.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T15:53:47.972311Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e50df4d3-b0a0-437e-9f33-2543a92b9f83 · outbound
This paper cites an unresolved cited work.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T15:53:47.847337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation da5f9b64-f5c5-4699-abe8-0ca579cd6402 · outbound
This paper cites A Survey of Multi-Agent Deep Reinforcement Learning with Communication.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence A Survey of Multi-Agent Deep Reinforcement Learning with Communication
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:46.945532Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bf4ec15-4250-469d-99af-cc92fc03148d · outbound
This paper cites IEEE Access 12 (2024), 120292–120305.
Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence IEEE Access 12 (2024), 120292–120305
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:47.702908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.