Paper Citation Record · LEDGER

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 2 inbound Pith citation observations for arXiv:2506.08192.

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

pith.paper-citation-record.v1
2506.08192 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:22:01.712134Z

measured 17 of 17 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:22:05.331172Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T13:56:37.609887Z

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy7
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1a9b8eb-bd00-4eaa-8dd6-41ba571f4093 · outbound

This paper cites https://github.com/cage-challenge/cage-challenge-2, 2022.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms https://github.com/cage-challenge/cage-challenge-2, 2022

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:22:01.909357Z

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 04f87928-ac8d-486a-ace3-1b24c776bd41 · outbound

This paper cites https://github.com/john- cardiff/-cyborg-cage-2, 2022.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms https://github.com/john- cardiff/-cyborg-cage-2, 2022

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:22:01.901627Z

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 7d303354-1fc6-45cb-b897-b2634d83aaa7 · outbound

This paper cites https://github.com/alan- turing-institute/cage-challenge-2-public, 2022.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms https://github.com/alan- turing-institute/cage-challenge-2-public, 2022

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:22:01.893595Z

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 5e0a8ef1-f3b0-48e0-b712-b39337cf680d · outbound

This paper cites https://github.com/cage-challenge, 2024.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms https://github.com/cage-challenge, 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:22:01.885226Z

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 73c2225f-8f80-40df-818d-fbc104f1e16e · outbound

This paper cites CybORG: An Autonomous Cyber Operations Research Gym.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms CybORG: An Autonomous Cyber Operations Research Gym

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:22:01.680710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e098c4-4b6d-443f-93e0-391af3059a3d · outbound

This paper cites an unresolved cited work.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:22:01.875552Z

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 30af769f-8484-491c-809b-04c19cdb4c8b · outbound

This paper cites Cheung, J.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Cheung, J

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:22:01.867336Z

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 1b9eecbe-8f89-4aa8-8bb3-4642cf98eee4 · outbound

This paper cites Foley, C.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Foley, C

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T05:22:01.825180Z

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 699f52e6-3ddd-4e12-9f2c-5abaa0444138 · outbound

This paper cites On Autonomous Agents in a Cyber Defence Environment.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms On Autonomous Agents in a Cyber Defence Environment

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:22:01.692923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbafa4d8-36eb-4d8d-abac-b7450bee3535 · outbound

This paper cites Lippmann, D.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Lippmann, D

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:22:01.859059Z

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 c28fb703-562a-4a3a-b66c-9e71a932e6af · outbound

This paper cites an unresolved cited work.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:22:01.850677Z

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 1dab08e2-da57-46e3-9318-afa13d39eaeb · outbound

This paper cites Network Environment Design for Autonomous Cyberdefense.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Network Environment Design for Autonomous Cyberdefense

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:22:01.702283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20008d34-a788-47d0-ae81-4337bfa27400 · outbound

This paper cites TTCP CAGE Challenge 4.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms TTCP CAGE Challenge 4

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:22:01.842362Z

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 87c0a7d2-c9b6-4790-bdb6-e89981ff218e · outbound

This paper cites Automated Cyber Defence: A Review.

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 712c2188-cf18-4962-a060-33da3435ee50 · outbound

This paper cites Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:22:01.712134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 607c97b6-aa4a-4d54-a091-0f80a5fbc27a · inbound

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents cites this paper.

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-22T13:56:37.613163Z

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 40f6e477-3361-4442-812c-5f3d58f09ec8 · inbound

Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial Auctions cites this paper.

Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial Auctions Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T17:22:05.331172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.