Paper Citation Record · LEDGER

Learning to Communicate in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence

As of 15 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.

pith.paper-citation-record.v1
2507.14658 v1

Coverage vector

measured 9 of 9 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:53:47.146359Z

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.