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Paper Citation Record · LEDGER

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents

As of 10 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2501.19206.

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

pith.paper-citation-record.v1
2501.19206 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:03:18.603106Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T04:54:18.327034Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T04:57:04.549245Z

Reference resolution

47 of 47 outbound references displayed

  • verified exact1
  • verified fuzzy35
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb44cae2-b525-42cb-a782-bf763f9c95f9 · outbound

This paper cites write newline.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.378795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.378795Z digest=sha256:17477eee480d3dadb8de0c21b51f333a9b6a8ccb302beff88376b51318cadc13

Observation 5cfd9ccf-5307-45a2-8a4e-be79e64776d0 · outbound

This paper cites Reward Shaping for Happier Autonomous Cyber Security Agents.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Reward Shaping for Happier Autonomous Cyber Security Agents

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d3d0e24b-43fa-4381-917e-f5e0e5b70afb · outbound

This paper cites and Weibull, J.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Weibull, J

Reference 3

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a4d12ed2-6126-4374-ad56-a8257bab7a1e · outbound

This paper cites On the complexity of iterated weak dominance in constant-sum games.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents On the complexity of iterated weak dominance in constant-sum games

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.308265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.398073Z digest=sha256:0e61b48ebfdbb9c633f2159577838ee5c22aceb759ec063be6c995fc9aeed2ca

Observation 0e26abe1-34be-4e7c-b11b-1ccb26130c58 · outbound

This paper cites and Sandholm, T.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Sandholm, T

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.403307Z digest=sha256:2970a4248083ca8a09e410b39e29670983f11319c6b5c8ff17e8e7d6008ad03f

Observation 4bbedb9a-5565-480f-bd0b-c4bbcde541ea · outbound

This paper cites D., and Kamhoua, C.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents D., and Kamhoua, C

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.276555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.408422Z digest=sha256:dfe7ad8608406dcf9bec08705c79911e0d52e378ec711475f99768476ac7bc7d

Observation 1aaa6dcb-2cb6-460d-97ac-30cb15d83a07 · outbound

This paper cites and Toni, F.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Toni, F

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.413575Z digest=sha256:70db0750c1abc04faf2db3d5c2ca1ce46b2d68990073ca2a8c017e66169bbf17

Observation c5995669-2ec3-4e4e-80a0-ed2c4ebf33af · outbound

This paper cites and Caarls, W.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Caarls, W

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.243116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.419182Z digest=sha256:b822f3379dd6420331c8b2cf73c662952c83eb488f0850d76e1597bdc24b9e29

Observation c08fa0a6-d5c6-4267-afd6-23959b0d1cb1 · outbound

This paper cites Generative Adversarial Nets.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Generative Adversarial Nets

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.227192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.424218Z digest=sha256:753266bafecefb76fe1086d3e73affb45b25d9571c65a6672c4efa93b2423c6c

Observation b2707398-4710-41ae-a7b2-79debc538f23 · outbound

This paper cites and Kudenko, D.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Kudenko, D

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.212815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.429085Z digest=sha256:2acbdc4ef80af96a66af70ed3ecd9ae81dc24307d6df6ff1f52975978b200f18

Observation 6bc6a3e4-586e-4757-a132-6e7478baf722 · outbound

This paper cites and Kudenko, D.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Kudenko, D

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.434031Z digest=sha256:35bb4eebf94e40718f11ee2c874dc202a936d4106952d8174e2413395484731d

Observation 0cb717aa-c989-4c9c-b4d8-b762a2825b70 · outbound

This paper cites Pre-trained models: Past, present and future.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Pre-trained models: Past, present and future

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.439447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.439447Z digest=sha256:f71aa0f19de28168e047e15cd3cad462fb3bd33df61fa3a4766429e25800a661

Observation c6a58262-2759-4a7a-8a62-2b2c4800953c · outbound

This paper cites CardiffUni - TTCP CAGE Challenge 2 Winning Submission.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents CardiffUni - TTCP CAGE Challenge 2 Winning Submission

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.173240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.444793Z digest=sha256:c38874432f1f74aa639295722a60c7ed0bdc72ce2da21d08ef6ce50007bdeacd

Observation 7ac075c6-5336-4bae-b7f2-64319e45c2cf · outbound

This paper cites Canaries and Whistles: Resilient Drone Communication Networks with (or without) Deep Reinforcement Learning.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Canaries and Whistles: Resilient Drone Communication Networks with (or without) Deep Reinforcement Learning

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.158119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.449917Z digest=sha256:356f961ad7dec78f2d732b97b03334516d104a9e22a2cc4e0fe4c5f671d9ea03

Observation 6aaa5775-ba7e-4c4b-ba0c-5ecb831b5ebf · outbound

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

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents On Autonomous Agents in a Cyber Defence Environment

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.454600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.454600Z digest=sha256:bba412215debd48b8f5fbf83f436d8651ef1d97486dc4d645a7172169e73b340

Observation a1522491-f0ff-42b8-98e9-8227cdbf22eb · outbound

This paper cites KEEP: A GNN-based PPO Model for MARL.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents KEEP: A GNN-based PPO Model for MARL

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.459080Z digest=sha256:4adcd30f87b4654932c942c6c91eac71aa2a5b628dc650ea4f9cf54e61a98b07

Observation 9226fb43-62a2-4502-9233-19e5a170ec4b · outbound

This paper cites and Bowman, B.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Bowman, B

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.125919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.463248Z digest=sha256:35d5fe562a995bb01281ce81f64446e7163b07ee4fc915b96cc9165714ef0cab

Observation a2234ef5-4414-4bdb-a51e-da1ee9f00e20 · outbound

This paper cites an unresolved cited work.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Unresolved cited work

Reference 18

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raw_fallback, observed 2026-08-09T21:03:19.111241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 4589d1da-1ebb-4efc-86bf-95d909c4ea71 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Semi-Supervised Classification with Graph Convolutional Networks

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.471509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.471509Z digest=sha256:6b31a11f5d887095a8f6a76aadc8f81f4a7728cc9d3f2123a39712aaba1ddcc5

Observation 5eb17ccf-5740-4699-b01d-82c133931b0e · outbound

This paper cites On the elimination of dominated strategies in stochastic models of evolution with large populations.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents On the elimination of dominated strategies in stochastic models of evolution with large populations

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.096035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.476373Z digest=sha256:92274b57235d4f217b5ce3a7315254694e28fac67760ea9a4db90b30e510fc09

Observation 6e78e28f-1c24-4607-8b77-efe7c87027bc · outbound

This paper cites A Unified Game-Theoretic Approach to Multiagent Reinforcement Learning.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents A Unified Game-Theoretic Approach to Multiagent Reinforcement Learning

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.081495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.480558Z digest=sha256:46b89417bec47970a6f0bce9210bf367c65abbbc36e0f9523b4405cba787eea9

Observation 3c71c268-6abf-4a69-a86d-8d97c15fc68d · outbound

This paper cites Solving large-scale pursuit-evasion games using pre-trained strategies.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Solving large-scale pursuit-evasion games using pre-trained strategies

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.065986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.485041Z digest=sha256:bf0d5a8a9e2928a5524bf9c6f71c7699b61724e173233632887f9555e23c17d8

Observation b69812c7-7dfa-49f3-89ba-453444c25cfd · outbound

This paper cites Neu PL : Neural Population Learning.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Neu PL : Neural Population Learning

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.050300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.489498Z digest=sha256:c8dc791b92ba008f635ad85fe31d34312f8cc136bfcaa0f1eefecdbaabb94cba

Observation fe369aac-6a12-47ed-9201-b83930386c1b · outbound

This paper cites and Llopis Sanchez, S.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Llopis Sanchez, S

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.035586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.493774Z digest=sha256:8a44c375bdcf71c7b0f938d9be54ccb8f07c0651b73acd6ff409ddc57443a5b2

Observation 1a72b430-0883-4f14-95c4-7548331a8e0d · outbound

This paper cites B., Gordon, G.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents B., Gordon, G

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.020456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.498101Z digest=sha256:b54cc1f4d424cdd217442b5fdd89438e4ebc58c9980e6fe92200c38521b12580

Observation 1298aacb-aabd-4c78-918e-b75c9a60232d · outbound

This paper cites C., Gralewski, L., Menzies, R., et al.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents C., Gralewski, L., Menzies, R., et al

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:19.005126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.502280Z digest=sha256:710149245daf1fc96a8727b3bc9dd3cbdbffca84a9f43d92fcbc050e1d66f191

Observation 7a5866e2-b8c7-4bea-9d1b-c4978dc9dfd3 · outbound

This paper cites Non-Cooperative Games.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Non-Cooperative Games

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.989400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.506447Z digest=sha256:2ef7b322dd81f21fac242b3f9350d8f25f9fbb1236fb1f3ef8c8c6206b00612c

Observation ff1aadc7-a20e-4a90-b254-fbf7352dd516 · outbound

This paper cites Y., Harada, D., and Russell, S.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Y., Harada, D., and Russell, S

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.974018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.510988Z digest=sha256:301d882841984210b07370dc1f1f97725e3a4d594926cd546308178388f86734

Observation 46385606-7d6e-4379-ba30-e42903e466c0 · outbound

This paper cites V., Nguyen, H.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents V., Nguyen, H

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.959660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.515466Z digest=sha256:44f393c5a1b5304b52cc545a6a44609cdc8287b38a44f93d9d081d881cde9c0f

Observation c09de5ba-2b2f-410e-87be-7013c6316f46 · outbound

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

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Multi-Objective Reinforcement Learning for Automated Resilient Cyber Defence

Reference 30

Resolution
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local_arxiv, observed 2026-08-09T21:03:18.697595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.519635Z digest=sha256:556b0321844202c65169f5e10a91708c8c7227484a9013b625cdd8b9199fa2fc

Observation c3200af1-7467-470e-a956-d5a0a15151ce · outbound

This paper cites A., Savani, R., Gallego, J., Pol, E.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents A., Savani, R., Gallego, J., Pol, E

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.944459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.524304Z digest=sha256:270ff8aa46d35128c812dfae321995af5ea886d3beab7021daeb74fe56c54d01

Observation 2d0ffab0-ab03-4636-a672-670580b5b2a2 · outbound

This paper cites Deep Reinforcement Learning for Autonomous Cyber Defence: A Survey.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Deep Reinforcement Learning for Autonomous Cyber Defence: A Survey

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.529361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.529361Z digest=sha256:b899622e3eecd834c5440dd7705871080157ac2ed64e5322a9c01432b331564c

Observation d7381048-b024-4866-a75a-9bd890685004 · outbound

This paper cites and Alstr m, P.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Alstr m, P

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.927380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.534688Z digest=sha256:2e13008836df1ba617146d2abd99679a767268de7d17578be11164ec726444e6

Observation aa0c7b25-7133-4890-a90c-af1b37456920 · outbound

This paper cites Proximal Policy Optimization Algorithms.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Proximal Policy Optimization Algorithms

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.539488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.539488Z digest=sha256:68092ee54086bf1f5a7d921c652607199620d6bbc755cee04d213324054cb6b3

Observation 4d4cf3b7-35dd-408a-b1b6-775fa1356f85 · outbound

This paper cites Cyberbattlesim.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Cyberbattlesim

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.911266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.544739Z digest=sha256:d076e1a7a73e8f2d1fb7e2519aa876c4bd26a038ac1dd6220f4d61e919d3aaa6

Observation dd6510c6-e8aa-49e7-82de-c4f9eec6042f · outbound

This paper cites Adversarial agent-learning for cybersecurity: a comparison of algorithms.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Adversarial agent-learning for cybersecurity: a comparison of algorithms

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.895624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.549799Z digest=sha256:58c87e8d8a47a67f414deda114c68ceef0fe4529eae5fc10e954f80d5018d508

Observation aafe204e-9a73-47ad-9252-53397129a322 · outbound

This paper cites an unresolved cited work.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-09T21:03:18.879471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.554616Z digest=sha256:629328656701dcee79a5e96914aa524d3e27d1a5bf1561f8cac60d66bba4d07f

Observation 552bf755-5c56-49aa-8d50-16847df2e56f · outbound

This paper cites J., Kim, J., and Marriott, D.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents J., Kim, J., and Marriott, D

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.863374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.559509Z digest=sha256:d38dbdeb4cdd1a5b37dc891c84c404a8777233aa198535325e35023d4366b4e4

Observation 05ef063c-c244-493a-a0da-5cd3fba474a1 · outbound

This paper cites an unresolved cited work.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.564339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.564339Z digest=sha256:6e2ef2b807f399e0d3cbd6d7c844288d2e15ca742b3915929875a232e4716873

Observation f8ae57bb-ac94-400f-b337-392c29edabec · outbound

This paper cites Entity-based Reinforcement Learning for Autonomous Cyber Defence.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Entity-based Reinforcement Learning for Autonomous Cyber Defence

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.838318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.569096Z digest=sha256:d77be9acce7f8119727201f7461326f58a883912a6e052dd286f8997b89aa720

Observation b5793bcc-bd18-40a2-b43c-5ec1ac77febd · outbound

This paper cites Cascaded reinforcement learning agents for large action spaces in autonomous penetration testing.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Cascaded reinforcement learning agents for large action spaces in autonomous penetration testing

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.821703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.573953Z digest=sha256:f41a98277950efec9b2d5935e1987d7fdf1b8da9ba3374029fb693e1dfe74559

Observation 3dd830bf-e87c-4bdf-a37b-80e104a529e9 · outbound

This paper cites TTCP CAGE Challenge 2.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents TTCP CAGE Challenge 2

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.805216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.578608Z digest=sha256:107066656a923374ff58ac73ad41997352b0c056706cf56496e1372c282ff4fd

Observation f68240da-9f80-42ba-b2c3-e3d7362c192f · outbound

This paper cites TTCP CAGE Challenge 4.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents TTCP CAGE Challenge 4

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.790041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.583279Z digest=sha256:bbb5725c97db43cf1c4eea4d482451ea1afa9a6846a64d774eb26f20b2df1752

Observation 45eeb68a-c31b-4d33-9b04-3caab5834a62 · outbound

This paper cites Zur Theorie der Gesellschaftsspiele.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Zur Theorie der Gesellschaftsspiele

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.774932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.588327Z digest=sha256:d7bb024906a2d44e1147ea6f191b31f2d77cb28f600a9995149eac89c44e1cc4

Observation dd352808-cda7-440a-9404-9150be28063a · outbound

This paper cites and Morgenstern, O.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents and Morgenstern, O

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:03:18.760635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.593217Z digest=sha256:0f223c39a458688f7f549c799e58f1475bcf7f16a40dc6e5aad667a031314b1d

Observation e8dff585-fec0-43c3-8275-3857210410d7 · outbound

This paper cites Automated Cyber Defence: A Review.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Automated Cyber Defence: A Review

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-09T21:03:18.598127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T21:03:18.598127Z digest=sha256:a9a5f5f47bf0cab16ae3970018cbb1da73df3fa6db78cd68a5818871826baa6e

Observation 61602495-a281-402d-8c4c-96d09d9cd2cb · outbound

This paper cites an unresolved cited work.

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-09T21:03:18.746278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-09T21:03:18.603106Z digest=sha256:ee4cc0169502a188b831543cbc2ba567d26a5cf3a54ea7b15ab5addfe2291a4c

Pith citing papers

Observation 35d9aa1d-1e04-401a-bb1d-0caee049ff53 · inbound

Adaptive Network Security Policies via Belief Aggregation and Rollout cites this paper.

Adaptive Network Security Policies via Belief Aggregation and Rollout An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:57:04.551946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T04:54:18.327034Z digest=sha256:0348e10fe87e33d38bf319aa1ff228680025458d77d4327d9ac2b896ecd73d5e