Paper Citation Record · LEDGER

CybORG: A Gym for the Development of Autonomous Cyber Agents

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2108.09118.

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

pith.paper-citation-record.v1
2108.09118 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:02:40.781736Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T15:08:33.549067Z

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 95d8713c-43bf-4122-8004-a6243170fa87 · inbound

Multi-Objective Reinforcement Learning for Automated Resilient Cyber Defence cites this paper.

Multi-Objective Reinforcement Learning for Automated Resilient Cyber Defence CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T12:02:40.781736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bb01468-c5d0-4725-8992-a4b353f46fcc · inbound

Explore Reinforced: Equilibrium Approximation with Reinforcement Learning cites this paper.

Explore Reinforced: Equilibrium Approximation with Reinforcement Learning CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T23:59:48.889248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 996f45db-f2e2-4381-9e98-dc132cc66e2b · inbound

Automated Penetration Testing: Formalization and Realization cites this paper.

Automated Penetration Testing: Formalization and Realization CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T13:51:28.306715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af7941a2-14aa-4fc8-8614-d36c12ae5b72 · inbound

Training RL Agents for Multi-Objective Network Defense Tasks cites this paper.

Training RL Agents for Multi-Objective Network Defense Tasks CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T13:11:09.194790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3e0f6cb-31ca-4e0b-834b-692197ec178a · inbound

CyGym: A Simulation-Based Game-Theoretic Analysis Framework for Cybersecurity cites this paper.

CyGym: A Simulation-Based Game-Theoretic Analysis Framework for Cybersecurity CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T22:26:58.324534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ed7761e-fe96-4e48-993f-577c9ffaecf7 · inbound

Evolutionary and Coevolutionary Multi-Agent Design Choices and Dynamics cites this paper.

Evolutionary and Coevolutionary Multi-Agent Design Choices and Dynamics CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T19:27:22.975667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6739e7ce-1158-4286-841c-bb0de738dd03 · inbound

Nash Q-Network for Multi-Agent Cybersecurity Simulation cites this paper.

Nash Q-Network for Multi-Agent Cybersecurity Simulation CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T13:25:59.900077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26c6e678-b3e7-4ae0-a20c-7523bcc2a080 · inbound

Learning Robust Penetration Testing Policies under Partial Observability: A systematic evaluation cites this paper.

Learning Robust Penetration Testing Policies under Partial Observability: A systematic evaluation CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T15:17:41.087188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc9157f8-cc07-4647-a2e2-1c6be9ad9ec4 · inbound

NetForge RL: A Multi-Agent Simulation Environment for Cyber Defense with Durative Actions cites this paper.

NetForge RL: A Multi-Agent Simulation Environment for Cyber Defense with Durative Actions CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T06:46:23.659421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af239d2a-8572-4417-956b-28c2c15d53ad · inbound

NetForge RL: A Multi-Agent Simulation Environment for Cyber Defense with Durative Actions cites this paper.

NetForge RL: A Multi-Agent Simulation Environment for Cyber Defense with Durative Actions CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T16:32:11.700729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ee74c6-fed0-4d63-9556-2a0fd7d580e5 · inbound

Dynamic Cyber Ranges cites this paper.

Dynamic Cyber Ranges CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:16:52.529757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 79e88d8d-f41c-4b7e-be3f-7638bd5a79a3 · inbound

Operationalizing Cybersecurity Governance for Mitigation Planning with Attack-Path Modeling and Reinforcement Learning cites this paper.

Operationalizing Cybersecurity Governance for Mitigation Planning with Attack-Path Modeling and Reinforcement Learning CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:31:27.020878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 26db5d5b-655f-4536-8992-c68be82f83f4 · inbound

FORGE: Self-Evolving Agent Memory With No Weight Updates via Population Broadcast cites this paper.

FORGE: Self-Evolving Agent Memory With No Weight Updates via Population Broadcast CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-20T18:48:53.277658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2dff5d54-98e9-47ac-b69a-71ad301fd835 · inbound

Closing the Sim-to-Real Gap: An Evaluation Framework for Autonomous Cyber Defense Configuration of Commercial EDR cites this paper.

Closing the Sim-to-Real Gap: An Evaluation Framework for Autonomous Cyber Defense Configuration of Commercial EDR CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T21:57:25.784730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 47d34c73-87d6-4b35-be55-080d2f1335fa · inbound

Beyond Runtime Enforcement: Shield Synthesis as Defensibility Analysis for Adversarial Networks cites this paper.

Beyond Runtime Enforcement: Shield Synthesis as Defensibility Analysis for Adversarial Networks CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-03T15:08:33.550736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c334503a-a628-45fc-81df-db44e95a4095 · 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: A Gym for the Development of Autonomous Cyber Agents

Reference 65

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T03:34:13.257540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c487aaab-4e49-48f4-8938-1227e983659e · inbound

Open Security Benchmark: Towards Autonomous Enterprise Cyber Defense cites this paper.

Open Security Benchmark: Towards Autonomous Enterprise Cyber Defense CybORG: A Gym for the Development of Autonomous Cyber Agents

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T10:23:17.714760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.