Paper Citation Record · LEDGER

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs

As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 4 inbound Pith citation observations for arXiv:2506.13434.

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

pith.paper-citation-record.v1
2506.13434 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:35:03.754783Z

measured 45 of 45 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T22:57:13.837709Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

41 of 41 outbound references displayed

verified exact2
verified fuzzy4
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation a15e5b86-9b63-4921-a68c-b7f2cbd030a3 · outbound

This paper cites EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:57.919168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fc310ac-9be8-416b-9524-fa252452c84d · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:11.542752Z

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 c3aa12cd-d4af-4176-a6ab-550cf0f0caf9 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:11.167712Z

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 5474743c-4998-4bf9-931d-903d347f3918 · outbound

This paper cites International AI Safety Report.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs International AI Safety Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:58.274879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e55263cd-cd52-4ce5-9038-68ae0ffe09a0 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T00:35:05.488351Z

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 1f7f8d4b-1dfa-4d69-9353-302323562e73 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:10.818314Z

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 67ab42d1-ca7f-434b-8ac8-2e44600fdffb · outbound

This paper cites CVE-2025-314910.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs CVE-2025-314910

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:35:10.580417Z

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 bb9f94ae-62e1-460f-879c-be072a12f960 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:10.342314Z

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 c95a9b81-baa9-4b42-be1e-89af2c7f649a · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:58.919707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c7f632b-7c56-443c-a989-b192c1d5be1c · outbound

This paper cites Agent AI: Surveying the Horizons of Multimodal Interaction.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Agent AI: Surveying the Horizons of Multimodal Interaction

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:59.061846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b3f2a7d-69b2-4181-8c15-6cabba23ccde · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:09.992290Z

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 17c20057-833d-4229-8875-5f4f55060260 · outbound

This paper cites LLM Agents can Autonomously Exploit One-day Vulnerabilities.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs LLM Agents can Autonomously Exploit One-day Vulnerabilities

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:59.357930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bd0273a-027c-4ee1-aa47-e4326bda686a · outbound

This paper cites LLM Agents can Autonomously Hack Websites.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs LLM Agents can Autonomously Hack Websites

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:59.444740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39cd706b-239e-4186-b0b0-bbd991284f8a · outbound

This paper cites Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:59.924739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63137a10-c672-49d6-a345-bade7a90611e · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:09.805845Z

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 a2eae37f-e732-445b-b9c6-91999b28adfb · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:09.545637Z

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 a80b1263-79c4-44ce-a641-64f3581c4dd5 · outbound

This paper cites Challenges and Applications of Large Language Models.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Challenges and Applications of Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:00.344744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cafd53d-f5fa-424d-8fd3-f18e43635a9e · outbound

This paper cites Scaling Laws for Neural Language Models.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Scaling Laws for Neural Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:00.464820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cab247b1-9c5e-4dea-8806-568e2eb59d79 · outbound

This paper cites OCCULT: Evaluating Large Language Models for Offensive Cyber Operation Capabilities.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs OCCULT: Evaluating Large Language Models for Offensive Cyber Operation Capabilities

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:00.574781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254cfc30-eb85-4409-bf74-f255426b9a57 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:09.259869Z

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 7b9b5ad3-3f80-4b0c-8498-d5984cb5360a · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:00.904805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a7ee27-0807-4013-8c38-01381e1f3f50 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 22

Resolution: verified exact; doi, observed 2026-08-07T00:35:04.090177Z

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 3e894e38-6708-4dae-80ac-5826fe20ae81 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:08.874738Z

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 5a5efcf2-e47f-4f6c-b5fe-3ca8da2f250a · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:08.574746Z

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 8da6612f-6df6-4cfb-aae3-4258ec3e4888 · outbound

This paper cites LLMs Killed the Script Kiddie: How Agents Supported by Large Language Models Change the Landscape of Network Threat Testing.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs LLMs Killed the Script Kiddie: How Agents Supported by Large Language Models Change the Landscape of Network Threat Testing

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:01.644799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b15a858-7f0e-4f5d-a98f-1f8101a0960d · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:08.270626Z

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 0e7fde55-b446-4f44-a424-388773eacc01 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:08.007144Z

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 3654c7df-e101-4c4c-820d-dbbe2c1583c9 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:07.751511Z

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 6441b555-9108-44c3-a570-14ccffce5bc5 · outbound

This paper cites November 21, 2024.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs November 21, 2024

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:35:07.484743Z

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 eb06f0af-f841-4b45-8473-6a471ea7b66e · outbound

This paper cites A Preliminary Study on Using Large Language Models in Software Pentesting.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs A Preliminary Study on Using Large Language Models in Software Pentesting

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:02.374741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f78d7706-ba11-4ab6-88a8-a2113a10b8b3 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:02.554749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44aed558-a46d-4c2c-bbc5-01fedd585c1c · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:02.697814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7858a27-eb48-4311-9757-78e5f964a1f1 · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:35:06.851546Z

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 2842c79c-6be7-423f-b77f-7b35afa6b67b · outbound

This paper cites Large Language Model Adversarial Landscape Through the Lens of Attack Objectives.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Large Language Model Adversarial Landscape Through the Lens of Attack Objectives

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:35:04.696552Z

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 71461107-6355-42fb-9e5b-fb7b52fa8732 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:06.649705Z

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 0fe02d15-e32b-426a-a73b-02a269fb16c7 · outbound

This paper cites White, Doug Burger, and Chi Wang.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs White, Doug Burger, and Chi Wang

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:35:06.506100Z

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 3306623a-453c-4c99-8097-5fdbb132213e · outbound

This paper cites ThreatModeling-LLM: Automating Threat Modeling using Large Language Models for Banking System.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs ThreatModeling-LLM: Automating Threat Modeling using Large Language Models for Banking System

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:03.342317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e9d5f9-6d7f-4da5-9529-a7e341e02ec9 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:06.267057Z

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 fc20d149-6cec-4540-ba4d-8f26622a1c75 · outbound

This paper cites an unresolved cited work.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:35:06.023743Z

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 32f2959b-1bdf-4f8c-aae1-136558fb2dd9 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Fine-Tuning Language Models from Human Preferences

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:03.754783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71a0b358-a58c-4eae-a135-ff47b069821d · outbound

This paper cites Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models.

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T00:35:03.624759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 62887765-2ea3-4203-b3f3-4bcf497fa608 · inbound

Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit cites this paper.

Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:16:01.162428Z

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 a37be7d5-34aa-4c81-96ac-f72d0669df8f · inbound

Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit cites this paper.

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T22:57:13.837709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5ef567f-7771-4dbf-a3e2-b0cf2197b78f · inbound

Dynamic Cyber Ranges cites this paper.

Dynamic Cyber Ranges From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:16:53.639349Z

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 9a861741-81b4-4900-b363-5a1e49ba4668 · inbound

Autonomous Adversary: Red-Teaming in the age of LLM cites this paper.

Autonomous Adversary: Red-Teaming in the age of LLM From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-08T22:24:19.002892Z

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.