Paper Citation Record · LEDGER

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles

As of 9 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2506.04849.

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

pith.paper-citation-record.v1
2506.04849 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:39:16.118947Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy19
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ad66464-39ac-422e-ad4a-54653bd0fa2c · outbound

This paper cites MITRE ATTA&CK,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles MITRE ATTA&CK,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:20.783534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0b9fd4d3-5a33-49e2-9a32-7965e3dd2f29 · outbound

This paper cites A graph-based system for network- vulnerability analysis,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles A graph-based system for network- vulnerability analysis,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:20.670653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 89d3b112-c151-42d0-bb1a-3ae8c6959a8f · outbound

This paper cites Foundations of attack–defense trees,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Foundations of attack–defense trees,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:20.469581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c55aeb93-f7a9-4b9c-a6fe-00526d9fe5cf · outbound

This paper cites Modeling cyberattacks with extended petri nets,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Modeling cyberattacks with extended petri nets,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:20.250556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d8f37fa9-a683-4f3d-b77d-ed1e13c75ccb · outbound

This paper cites Machine learning cyberattack strategies with petri nets with players, strategies, and costs,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Machine learning cyberattack strategies with petri nets with players, strategies, and costs,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:20.070899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b7918d1b-5322-460b-b5e0-8852618bcaeb · outbound

This paper cites White-hat worm to fight malware and its evaluation by agent-oriented petri nets,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles White-hat worm to fight malware and its evaluation by agent-oriented petri nets,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:19.846150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d14b2766-4408-495b-97e4-af6ef55402b0 · outbound

This paper cites A game-theoretical approach to cyber-security of critical infrastructures based on multi-agent reinforcement learning,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles A game-theoretical approach to cyber-security of critical infrastructures based on multi-agent reinforcement learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:19.636466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 33d6d9d7-36f5-4559-828f-bcdf3dd76ec1 · outbound

This paper cites A game theoretic approach to model cyber attack and defense strategies,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles A game theoretic approach to model cyber attack and defense strategies,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:19.442593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b37b88e9-b5e8-4a05-9136-9338822d06b2 · outbound

This paper cites A markov game theory-based risk assessment model for network information system,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles A markov game theory-based risk assessment model for network information system,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:19.196142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ea0bf3b-1be2-4b98-8e0d-fd87d2a288f1 · outbound

This paper cites DEC-MDP / DEC-POMDP,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles DEC-MDP / DEC-POMDP,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:18.989161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3448c16f-bdf1-4b3f-b1ad-9c1e41e25dcc · outbound

This paper cites Pettingzoo: Gym for multi-agent reinforcement learning,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Pettingzoo: Gym for multi-agent reinforcement learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:18.753655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ceebcd9c-bbb9-4545-9097-8dc4ff4e5b34 · outbound

This paper cites The Complexity of Decentralized Control of Markov Decision Processes.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles The Complexity of Decentralized Control of Markov Decision Processes

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T10:39:14.776475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d78448-2c3f-46fe-a434-c07c41479215 · outbound

This paper cites Autonomous Intelli- gent Cyber Defence Agent Prototype 2021 - Project Report,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Autonomous Intelli- gent Cyber Defence Agent Prototype 2021 - Project Report,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:18.499700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 401ba0d9-435e-4f32-955d-8134a84ca536 · outbound

This paper cites an unresolved cited work.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T10:39:15.000467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72249bc4-ce2c-4021-bcd1-bd79cd77cf55 · outbound

This paper cites A master attack methodology for an ai-based automated attack planner for smart cities,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles A master attack methodology for an ai-based automated attack planner for smart cities,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:18.251254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3e22fa2-32fa-476d-9d71-fe3aa7eb9c0c · outbound

This paper cites Agent-based network security simulation,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Agent-based network security simulation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:17.991108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f9faf20e-85e1-4c15-9f88-a06822f5b996 · outbound

This paper cites Multi-agent modelling and simulation of cyber-attacks and cyber-defense for homeland security,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Multi-agent modelling and simulation of cyber-attacks and cyber-defense for homeland security,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:17.685507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 764b63e1-d1ca-4150-b76c-0666573bc437 · outbound

This paper cites Varga, OMNeT++.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Varga, OMNeT++

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T10:39:15.442952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 504006be-7b96-4655-80d2-895a31410090 · outbound

This paper cites Session-level adversary intent-driven cyberattack simulator,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Session-level adversary intent-driven cyberattack simulator,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:17.454804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 585dac77-fdfb-41b6-a064-0d45bd2a4b83 · outbound

This paper cites Cyberbattlesim,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Cyberbattlesim,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:17.186220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dd39e760-1ced-45cb-9b69-89ba34f45e48 · outbound

This paper cites Multi cyber agent simulator,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Multi cyber agent simulator,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:16.879673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 236452a3-8244-4b9a-9417-403432960410 · outbound

This paper cites Technical note: Q-learning,.

Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles Technical note: Q-learning,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:16.485545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.