Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T16:46:41.137112Z
Paper Citation Record · LEDGER
Building Better Environments for Autonomous Cyber Defence
As of 31 July 2026, this Paper Citation Record lists 73 of 73 outbound references and 0 inbound Pith citation observations for arXiv:2604.08805.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-31T06:34:12.847434+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
73 of 73 outbound references displayed
- verified exact19
- verified fuzzy42
- unresolved7
- parse uncertain0
- malformed identifier0
- metadata mismatch5
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 1d9379d9-88f7-4ef4-8ac2-4dbb8ed818d1 · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T13:39:41.445727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation e8d594e5-5e64-485e-80c1-b368a3ce23a4 · outbound
This paper cites In: Proceedings of the 35th International Conference on Neural Information Processing Systems.
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the 35th International Conference on Neural Information Processing Systems
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.443324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 78730cea-4c70-45e6-8c07-dc9550b4a62b · outbound
This paper cites In: 32nd USENIX Security Symposium (USENIX Security 23) (2023).
Building Better Environments for Autonomous Cyber Defence In: 32nd USENIX Security Symposium (USENIX Security 23) (2023)
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.460761Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 8b6c5355-10b4-4a4e-a7e1-757cb4a91a0b · outbound
This paper cites science 314(5799), 610–613 (2006).
Building Better Environments for Autonomous Cyber Defence science 314(5799), 610–613 (2006)
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.338050Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation b0d5e278-ad08-4008-ac2c-cf8cdd57cf72 · outbound
This paper cites In: Workshop on Machine Learning for Cybersecurity (ML4Cyber) (07 2022).
Building Better Environments for Autonomous Cyber Defence In: Workshop on Machine Learning for Cybersecurity (ML4Cyber) (07 2022)
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.457945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation d6cff0e0-edb3-4b89-bc8c-19568483596e · outbound
This paper cites Causal Campbell-Goodhart's law and Reinforcement Learning.
Building Better Environments for Autonomous Cyber Defence Causal Campbell-Goodhart's law and Reinforcement Learning
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.653574Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation a605b048-a3e1-4332-825e-9621e8adaa03 · outbound
This paper cites In: Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security (2023).
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security (2023)
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.367460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 2784a752-f388-4081-b9ff-babf205da1c1 · outbound
This paper cites Less is more? Rewards in RL for Cyber Defence.
Building Better Environments for Autonomous Cyber Defence Less is more? Rewards in RL for Cyber Defence
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.755769Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 57716ea1-301e-4a0b-aa93-24bf6f501721 · outbound
This paper cites Beyond Rewards in Reinforcement Learning for Cyber Defence.
Building Better Environments for Autonomous Cyber Defence Beyond Rewards in Reinforcement Learning for Cyber Defence
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-06-05T01:14:34.389251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation aa24c539-1b49-4f1d-ad82-1e0766f37e26 · outbound
This paper cites Reward Shaping for Happier Autonomous Cyber Security Agents.
Building Better Environments for Autonomous Cyber Defence Reward Shaping for Happier Autonomous Cyber Security Agents
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.836464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation fc564af8-6e08-4ae0-964c-b877be5eb758 · outbound
This paper cites https://doi.org/10.5281/zenodo.15147271, https://github.com/alan-turing- institute/r3ace.
Building Better Environments for Autonomous Cyber Defence https://doi.org/10.5281/zenodo.15147271, https://github.com/alan-turing- institute/r3ace
Reference 11
- Resolution
- verified exact
- doi, observed 2026-05-10T21:20:51.972622Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation ca2a32c2-72bd-4921-9ee3-21dcc976c7b7 · outbound
This paper cites Computers & Security (2023).
Building Better Environments for Autonomous Cyber Defence Computers & Security (2023)
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.332635Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation dcbbaaa6-8b99-46a2-b18e-b907679eb903 · outbound
This paper cites Advances in Neural Information Processing Systems (2024).
Building Better Environments for Autonomous Cyber Defence Advances in Neural Information Processing Systems (2024)
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.464364Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation e91b5f5d-6828-4ba5-97ab-6002de01fcda · outbound
This paper cites In: 33rd USENIX Security Symposium (USENIX Security 24) (2024).
Building Better Environments for Autonomous Cyber Defence In: 33rd USENIX Security Symposium (USENIX Security 24) (2024)
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.322992Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 1f596188-a199-4ee6-a971-c7ede745328b · outbound
This paper cites Accessed 2026-02-19.
Building Better Environments for Autonomous Cyber Defence Accessed 2026-02-19
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.430910Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 5ec4d9d3-cb47-4169-987c-d61a25576325 · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.668201Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 101e6d78-b76f-412b-8faf-7639d720f45d · outbound
This paper cites CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents.
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 2026-07-31T06:34:12.847434+00:00.
Observation d12de953-2e1d-458c-9d2e-97c3b363a5b2 · outbound
This paper cites Autonomous network defence using reinforcement learning.
Building Better Environments for Autonomous Cyber Defence Autonomous network defence using reinforcement learning
Reference 18
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T21:20:51.995260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 12560d8a-bcfe-4977-9ada-03c19e66372a · outbound
This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence (2025).
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the AAAI Conference on Artificial Intelligence (2025)
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.434359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation b7c8a318-4ee9-47f6-824d-46e674cd17d2 · outbound
This paper cites In: Conference on Applied Machine Learning in Information Security (CAMLIS) (2022).
Building Better Environments for Autonomous Cyber Defence In: Conference on Applied Machine Learning in Information Security (CAMLIS) (2022)
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.409147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 9aba6878-d062-4fa9-b8b0-e079b062d4cc · outbound
This paper cites In: 2022 IEEE International Conference on Omni-layer Intelligent Systems (COINS).
Building Better Environments for Autonomous Cyber Defence In: 2022 IEEE International Conference on Omni-layer Intelligent Systems (COINS)
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.419249Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation aca05138-5280-444a-8d04-22c0f6046dc8 · outbound
This paper cites In: 2020 25th IEEE International Conference on Emerging Tech- nologies and Factory Automation (ETFA).
Building Better Environments for Autonomous Cyber Defence In: 2020 25th IEEE International Conference on Emerging Tech- nologies and Factory Automation (ETFA)
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.414985Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 1bda1b4c-be21-4740-a68b-13257b1aa710 · outbound
This paper cites In: European Symposium on Research in Computer Security.
Building Better Environments for Autonomous Cyber Defence In: European Symposium on Research in Computer Security
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.427892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 95d0e0a9-78e9-4e9b-99b6-f6183f2f7a39 · outbound
This paper cites In: Proceedings of the 2022 ACM SIGSAC conference on computer and communications security (2022).
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the 2022 ACM SIGSAC conference on computer and communications security (2022)
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.448890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 496d083a-f865-4d1c-84e1-93d6ed36a19d · outbound
This paper cites Artificial Intelligence Review55(2), 895–943 (2022).
Building Better Environments for Autonomous Cyber Defence Artificial Intelligence Review55(2), 895–943 (2022)
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.329731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation f9c65a06-1a7a-4ee0-95a8-488b8c375e99 · outbound
This paper cites https://github.com/cage-challenge/cage- challenge-3 (2022).
Building Better Environments for Autonomous Cyber Defence https://github.com/cage-challenge/cage- challenge-3 (2022)
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.393740Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 4989f0d3-1ff1-4eaf-9c92-c15a218a010e · outbound
This paper cites and Coulson, Seana and Bergen, Benjamin K.
Building Better Environments for Autonomous Cyber Defence and Coulson, Seana and Bergen, Benjamin K
Reference 27
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T21:20:52.034672Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 0ee7c001-803a-47af-a934-6a5e58be9059 · outbound
This paper cites In: International conference on decision and game theory for security.
Building Better Environments for Autonomous Cyber Defence In: International conference on decision and game theory for security
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.384143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 38035f9a-f109-491e-8638-450a839397c2 · outbound
This paper cites In: Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security.
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.437326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 0f7f0135-a188-4b33-9375-07a349841035 · outbound
This paper cites ACM Transactions on Privacy and Security (2025).
Building Better Environments for Autonomous Cyber Defence ACM Transactions on Privacy and Security (2025)
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.390547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 64edd5d2-2285-44b9-9758-ba78eca51154 · outbound
This paper cites SquirRL: Automating Attack Analysis on Blockchain Incentive Mechanisms with Deep Reinforcement Learning.
Building Better Environments for Autonomous Cyber Defence SquirRL: Automating Attack Analysis on Blockchain Incentive Mechanisms with Deep Reinforcement Learning
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.831463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 8dfa1d91-8f6c-413c-b5ae-a539158987f4 · outbound
This paper cites In: 2020 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW).
Building Better Environments for Autonomous Cyber Defence In: 2020 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW)
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.399889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 23ecf2ec-e549-4d79-9992-291af1b23257 · outbound
This paper cites Multi-agent Reinforcement Learning: A Comprehensive Survey.
Building Better Environments for Autonomous Cyber Defence Multi-agent Reinforcement Learning: A Comprehensive Survey
Reference 33
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T08:11:03.788009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 920d7c25-2f44-4411-b509-43aa4cd8f462 · outbound
This paper cites In: European Symposium on Research in Computer Security.
Building Better Environments for Autonomous Cyber Defence In: European Symposium on Research in Computer Security
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.379595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 46aee3ce-7572-4750-a92a-0f95a202409a · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T13:39:41.358373Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 1dc8a240-5ab4-4857-b926-119c64bb0ad8 · outbound
This paper cites Goodhart's Law in Reinforcement Learning.
Building Better Environments for Autonomous Cyber Defence Goodhart's Law in Reinforcement Learning
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.598974Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 900268a9-0d1b-4aa2-ae2a-502ac158e168 · outbound
This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the AAAI Conference on Artificial Intelligence
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.454290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 1e06fe06-e4f2-4cd1-b6db-bb931053af20 · outbound
This paper cites AI Magazine46(3), e70021 (2025).
Building Better Environments for Autonomous Cyber Defence AI Magazine46(3), e70021 (2025)
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.319721Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation fb2be408-6947-4ea3-90d9-c324408ca129 · outbound
This paper cites On Autonomous Agents in a Cyber Defence Environment.
Building Better Environments for Autonomous Cyber Defence On Autonomous Agents in a Cyber Defence Environment
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.817277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 6b080a8f-1a06-4a24-823e-694dad79830f · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T13:39:41.316590Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation b2a164ac-24b4-4906-ac1e-4ccbc73275cd · outbound
This paper cites ieee Spectrum50(3), 48–53 (2013).
Building Better Environments for Autonomous Cyber Defence ieee Spectrum50(3), 48–53 (2013)
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.364483Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 34239cc2-1e3b-4a50-8075-2ec28a1c87d7 · outbound
This paper cites In: European Symposium on Research in Computer Security.
Building Better Environments for Autonomous Cyber Defence In: European Symposium on Research in Computer Security
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.327061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation b7d73aca-b35a-48f2-a3b0-0f790a80f15d · outbound
This paper cites Applied Intelligence 53, 27110–27127 (2023).
Building Better Environments for Autonomous Cyber Defence Applied Intelligence 53, 27110–27127 (2023)
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.353255Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 315c7278-e6e4-49e5-8bc8-21bbad0bc05f · outbound
This paper cites In: 2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA).
Building Better Environments for Autonomous Cyber Defence In: 2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA)
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.350503Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 0acc3744-70a0-4808-a61b-ce32f5c00f8c · outbound
This paper cites Computers & Security (2021).
Building Better Environments for Autonomous Cyber Defence Computers & Security (2021)
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.347693Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 81ee9edd-be01-4391-ae0b-fedbf4c2d783 · outbound
This paper cites In: Proc.
Building Better Environments for Autonomous Cyber Defence In: Proc
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.344533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 34e5d6ed-5cb3-491d-9fa8-bdb07d124249 · outbound
This paper cites In: IEEE Workshop on Deep Learning Security and Privacy (DLSP) (2024).
Building Better Environments for Autonomous Cyber Defence In: IEEE Workshop on Deep Learning Security and Privacy (DLSP) (2024)
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.335051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation da4a0ec6-b9eb-4379-b446-073292b874ea · outbound
This paper cites SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity.
Building Better Environments for Autonomous Cyber Defence SoK: The Pitfalls of Deep Reinforcement Learning for Cybersecurity
Reference 48
- Resolution
- verified exact
- arxiv_id, observed 2026-06-23T04:13:44.442522Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation a004dc80-2c3c-4f86-bbc0-81fa52271e44 · outbound
This paper cites Autonomous Attack Mitigation for Industrial Control Systems.
Building Better Environments for Autonomous Cyber Defence Autonomous Attack Mitigation for Industrial Control Systems
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.626870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation e06ed343-3c5d-49d8-af3a-cb3dde9fcd17 · outbound
This paper cites Exchangeable Input Representations for Reinforcement Learning.
Building Better Environments for Autonomous Cyber Defence Exchangeable Input Representations for Reinforcement Learning
Reference 50
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.632813Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 949a6ed6-3729-4189-99c1-c06bfcdc1672 · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T13:39:41.355838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation c2a1cea8-3775-45be-b7ec-bb6964855975 · outbound
This paper cites Network Environment Design for Autonomous Cyberdefense.
Building Better Environments for Autonomous Cyber Defence Network Environment Design for Autonomous Cyberdefense
Reference 52
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.609605Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 1274a74a-2935-47b1-b76b-13fc76a360ea · outbound
This paper cites Training RL Agents for Multi-Objective Network Defense Tasks.
Building Better Environments for Autonomous Cyber Defence Training RL Agents for Multi-Objective Network Defense Tasks
Reference 53
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.673188Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation a6190c1c-f68d-490a-a59e-7fd436d2e5f4 · outbound
This paper cites Structural Generalization in Autonomous Cyber Incident Response with Message-Passing Neural Networks and Reinforcement Learning.
Building Better Environments for Autonomous Cyber Defence Structural Generalization in Autonomous Cyber Incident Response with Message-Passing Neural Networks and Reinforcement Learning
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.646816Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 205b2f0d-d949-4e1b-9e0e-927a18120a64 · outbound
This paper cites In: Proceedings of the 17th Cyber Security Experimenta- tion and Test Workshop.
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the 17th Cyber Security Experimenta- tion and Test Workshop
Reference 55
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T21:20:52.021353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 886e1e1d-0c2b-45d6-b224-9a0ef62ee7da · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T13:39:41.361186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation e59cce12-d689-448e-8a01-45cb8a382526 · outbound
This paper cites Deep Reinforcement Learning for Autonomous Cyber Defence: A Survey.
Building Better Environments for Autonomous Cyber Defence Deep Reinforcement Learning for Autonomous Cyber Defence: A Survey
Reference 57
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:11:03.806092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation eb506c74-48bc-465a-9668-e05a2b4b2104 · outbound
This paper cites Journal of Machine Learning Research (2024).
Building Better Environments for Autonomous Cyber Defence Journal of Machine Learning Research (2024)
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.406165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 2ca0e113-5e64-4516-86ad-69e94eb1481d · outbound
This paper cites Com- puters, Materials & Continua (2022).
Building Better Environments for Autonomous Cyber Defence Com- puters, Materials & Continua (2022)
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.387139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation c90eed02-aa56-4798-9b55-d3c8e21830a4 · outbound
This paper cites Operations Research70(6), 3601–3628 (2022).
Building Better Environments for Autonomous Cyber Defence Operations Research70(6), 3601–3628 (2022)
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.341749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation d4d14f3b-8955-4222-865c-8476bfeb4e2c · outbound
This paper cites Applying communication privacy management theory to youth privacy management in AI contexts.
Building Better Environments for Autonomous Cyber Defence Applying communication privacy management theory to youth privacy management in AI contexts
Reference 61
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T21:20:52.065751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 654d0cfa-9e79-4c2f-9c9d-c5df43d4aaa3 · outbound
This paper cites https:// networkattacksimulator.readthedocs.io/ (2019).
Building Better Environments for Autonomous Cyber Defence https:// networkattacksimulator.readthedocs.io/ (2019)
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.402929Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 029754d0-a47c-4da3-8062-a5d18f70451a · outbound
This paper cites In: Force Readiness for Multi-Domain Operations through Modelling and Simulation: NATO Modelling and Simulation Group (MSG) Symposium (MSG-229).
Building Better Environments for Autonomous Cyber Defence In: Force Readiness for Multi-Domain Operations through Modelling and Simulation: NATO Modelling and Simulation Group (MSG) Symposium (MSG-229)
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.376144Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 0ab5b297-759d-488d-81a3-2e4b7f6d9e26 · outbound
This paper cites (2022), https://docs.oasis-open.org/openc2/oc2arch/v1.0/oc2arch- v1.0.html.
Building Better Environments for Autonomous Cyber Defence (2022), https://docs.oasis-open.org/openc2/oc2arch/v1.0/oc2arch- v1.0.html
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.397205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation a90b176d-645e-41a3-bc0a-0960140adaea · outbound
This paper cites In: IJCAI-21 1st Interna- tional Workshop on Adaptive Cyber Defense (2021).
Building Better Environments for Autonomous Cyber Defence In: IJCAI-21 1st Interna- tional Workshop on Adaptive Cyber Defense (2021)
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.451349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 118b31c0-957a-4425-bbb1-c6a4be69f980 · outbound
This paper cites MIT Press, second edn.
Building Better Environments for Autonomous Cyber Defence MIT Press, second edn
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.372431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 32aa61eb-4f33-41e0-ad4f-b8fba7c4b1dc · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 67
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T13:39:41.421693Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 66bda101-8c66-4c1b-b810-0760cbf7ab41 · outbound
This paper cites an unresolved cited work.
Building Better Environments for Autonomous Cyber Defence Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T13:39:41.424436Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 491afad9-41ba-40f8-a398-e02ab932a8b7 · outbound
This paper cites In: Proceedings of the 27th International Symposium on Research in Attacks, Intrusions and Defenses (2024).
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the 27th International Symposium on Research in Attacks, Intrusions and Defenses (2024)
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.440265Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation e86f914a-b62f-4249-83c6-35e3ef249eb0 · outbound
This paper cites In: Proceedings of the 27th International Symposium on Research in Attacks, Intrusions and Defenses (2024).
Building Better Environments for Autonomous Cyber Defence In: Proceedings of the 27th International Symposium on Research in Attacks, Intrusions and Defenses (2024)
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.411843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 130b9f7a-fe9c-4bb9-9e70-808dfe1dd07f · outbound
This paper cites ACM Comput.
Building Better Environments for Autonomous Cyber Defence ACM Comput
Reference 71
- Resolution
- verified exact
- doi, observed 2026-05-10T21:20:52.046642Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation 2f8c9c4b-9d86-4168-a5e9-63d1401e898c · outbound
This paper cites Frontiers of Computer Science (2025).
Building Better Environments for Autonomous Cyber Defence Frontiers of Computer Science (2025)
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T13:39:41.369872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Observation b8c6a4b4-de10-4052-aea9-a0f2ce4dc512 · outbound
This paper cites A survey on self-play methods in reinforcement learning.
Building Better Environments for Autonomous Cyber Defence A survey on self-play methods in reinforcement learning
Reference 73
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T08:11:03.617337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-31T06:34:12.847434+00:00.
Pith citing papers
No inbound Pith citation observations are available.