Paper Citation Record · LEDGER

CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2410.16324.

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

pith.paper-citation-record.v1
2410.16324 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:10:43.633319Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T03:34:13.268762Z

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 d76b971b-2a29-4840-9b47-e9bb3098925e · inbound

Multi-Agent Reinforcement Learning in Cybersecurity: From Fundamentals to Applications cites this paper.

Multi-Agent Reinforcement Learning in Cybersecurity: From Fundamentals to Applications CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T14:10:43.633319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfdec8b9-e949-4d1c-8a6a-b1fc78732014 · inbound

Reinforcement Learning for Automated Cybersecurity Penetration Testing cites this paper.

Reinforcement Learning for Automated Cybersecurity Penetration Testing CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T21:31:51.243605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d003ea3-5a38-4a58-976f-cd76c4dfdf65 · inbound

Beyond Rewards in Reinforcement Learning for Cyber Defence cites this paper.

Beyond Rewards in Reinforcement Learning for Cyber Defence CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T04:28:12.888453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 101e6d78-b76f-412b-8faf-7639d720f45d · inbound

Building Better Environments for Autonomous Cyber Defence cites this paper.

Building Better Environments for Autonomous Cyber Defence CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:11:03.641656Z

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 9a7a3f3c-5e6c-4c52-a242-3168f9576eed · inbound

Dynamic Cyber Ranges cites this paper.

Dynamic Cyber Ranges CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:16:53.267063Z

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 a30a010f-c113-4239-9f84-50c7d900fe87 · inbound

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies cites this paper.

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents

Reference 64

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T03:34:13.270793Z

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.