Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T05:11:17.095431Z
Paper Citation Record · LEDGER
Multi-Agent Collaboration in Incident Response with Large Language Models
As of 21 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2412.00652.
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 2026-08-21T06:32:19.484+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
23 of 23 outbound references displayed
- verified exact0
- verified fuzzy19
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6a3a07d7-cfd2-4558-b671-c868a36f1b83 · outbound
This paper cites • Craft a detailed initial scenario description based on the chosen Initial Compromise card.
Multi-Agent Collaboration in Incident Response with Large Language Models • Craft a detailed initial scenario description based on the chosen Initial Compromise card
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.369943Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bf3fcd6e-ee96-4a7b-a8ab-f9ef66212755 · outbound
This paper cites • Inform the Defenders of the initial setup, including which procedures are classified as Established vs.
Multi-Agent Collaboration in Incident Response with Large Language Models • Inform the Defenders of the initial setup, including which procedures are classified as Established vs
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.358905Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5cc63c66-e21e-4617-86d3-0bb4ac29acc6 · outbound
This paper cites • Remind Defenders of any Procedure cards on cooldown and therefore unavailable for selection.
Multi-Agent Collaboration in Incident Response with Large Language Models • Remind Defenders of any Procedure cards on cooldown and therefore unavailable for selection
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.347399Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 977effe0-8b14-4cd4-b226-64c633e30d9a · outbound
This paper cites Ap- ply the appropriate modifier based on the type of Pro- cedure selected: – Established Procedure: +3 modifier to the roll.
Multi-Agent Collaboration in Incident Response with Large Language Models Ap- ply the appropriate modifier based on the type of Pro- cedure selected: – Established Procedure: +3 modifier to the roll
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.337018Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ffac3496-5bf4-4718-a528-4bc6ab7eb7c6 · outbound
This paper cites – If it matches, reveal that specific attack card to the Defenders.
Multi-Agent Collaboration in Incident Response with Large Language Models – If it matches, reveal that specific attack card to the Defenders
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.325977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4bb7acc7-031f-4e11-9afb-0d3738efa24c · outbound
This paper cites • When an Inject is triggered, draw one card from the Inject pile and reveal it to all players.
Multi-Agent Collaboration in Incident Response with Large Language Models • When an Inject is triggered, draw one card from the Inject pile and reveal it to all players
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.315221Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 33548347-c96c-40dc-8e2c-bdd853fd4404 · outbound
This paper cites • Track the turn count, ensuring the game does not ex- ceed 10 turns.
Multi-Agent Collaboration in Incident Response with Large Language Models • Track the turn count, ensuring the game does not ex- ceed 10 turns
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.303431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5d61d386-fbda-46fc-b64a-cf9078e0e07f · outbound
This paper cites • Loss: If the Defenders fail to reveal all attack cards by the end of the 10th turn, announce that the breach went undetected.
Multi-Agent Collaboration in Incident Response with Large Language Models • Loss: If the Defenders fail to reveal all attack cards by the end of the 10th turn, announce that the breach went undetected
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.292982Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 003354b7-9e87-4d3e-a138-84473b985a4f · outbound
This paper cites an unresolved cited work.
Multi-Agent Collaboration in Incident Response with Large Language Models Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T05:11:17.197103Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 398a9291-2a45-49ab-bd89-9d86c2720faf · outbound
This paper cites This misstep al- lowed stealthy malicious activity to persist undetected.
Multi-Agent Collaboration in Incident Response with Large Language Models This misstep al- lowed stealthy malicious activity to persist undetected
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.185791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0fdfe72c-6a03-4c23-bf97-9104a50d5113 · outbound
This paper cites This limited the team’s visibility into the attack.
Multi-Agent Collaboration in Incident Response with Large Language Models This limited the team’s visibility into the attack
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.175252Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 80270d7e-3323-4433-bcd9-4c92b7d510f3 · outbound
This paper cites This approach resulted in a lack of adap- tation to the complexities of insider threats.
Multi-Agent Collaboration in Incident Response with Large Language Models This approach resulted in a lack of adap- tation to the complexities of insider threats
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.283142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8463edca-3197-4db1-8234-47929476cbb5 · outbound
This paper cites This oversight delayed detection of critical attack stages.
Multi-Agent Collaboration in Incident Response with Large Language Models This oversight delayed detection of critical attack stages
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.273272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d1e40f05-82f9-444e-9753-75cb2b37c6f3 · outbound
This paper cites This led to missed opportunities to identify the breach early.
Multi-Agent Collaboration in Incident Response with Large Language Models This led to missed opportunities to identify the breach early
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.262540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a934bd5a-bf37-4841-bc93-b903ed3e64bb · outbound
This paper cites This mismatch resulted in an inability to address the breach’s unique characteristics.
Multi-Agent Collaboration in Incident Response with Large Language Models This mismatch resulted in an inability to address the breach’s unique characteristics
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.252256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 40725422-5b31-4998-a945-85455d9f0977 · outbound
This paper cites This failure delayed the detection of anomalous access patterns tied to compromised credentials.
Multi-Agent Collaboration in Incident Response with Large Language Models This failure delayed the detection of anomalous access patterns tied to compromised credentials
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.241222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2e76f17f-503f-4e76-ac0f-35bd8de7ff02 · outbound
This paper cites This misstep allowed command and control communications to go undetected.
Multi-Agent Collaboration in Incident Response with Large Language Models This misstep allowed command and control communications to go undetected
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.230430Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4425c241-c8db-49d5-891d-381c835cb05e · outbound
This paper cites This rigid strategy hindered their ability to uncover critical details about the attacker’s movements.
Multi-Agent Collaboration in Incident Response with Large Language Models This rigid strategy hindered their ability to uncover critical details about the attacker’s movements
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.219761Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f13d349c-984d-475c-ad2f-38a4f4f9588c · outbound
This paper cites The team missed an early opportunity to identify compromised credentials.
Multi-Agent Collaboration in Incident Response with Large Language Models The team missed an early opportunity to identify compromised credentials
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.208010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 81cecb3b-a936-4069-8840-c150366a3047 · outbound
This paper cites This oversight delayed the identification of suspicious login patterns and credential misuse.
Multi-Agent Collaboration in Incident Response with Large Language Models This oversight delayed the identification of suspicious login patterns and credential misuse
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T05:11:17.165061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bd267056-4e1f-478b-87f3-07f48cc1b198 · outbound
This paper cites ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration.
Multi-Agent Collaboration in Incident Response with Large Language Models ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration
Reference 302
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-12T05:11:17.142609Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0a50ce11-c458-4871-9de3-742add21a4af · outbound
This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.
Multi-Agent Collaboration in Incident Response with Large Language Models Large Language Model based Multi-Agents: A Survey of Progress and Challenges
Reference 2012
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T05:11:17.008995Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e744e7f-9b7b-450d-8dbb-5325a2ed6120 · outbound
This paper cites When LLMs Meet Cybersecurity: A Systematic Literature Review.
Multi-Agent Collaboration in Incident Response with Large Language Models When LLMs Meet Cybersecurity: A Systematic Literature Review
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T05:11:17.017409Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.