Paper Citation Record · LEDGER

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense

As of 10 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2606.21059.

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

pith.paper-citation-record.v1
2606.21059 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T14:11:36.215868Z

measured 38 of 38 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact13
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5e45bd66-615a-450d-a636-81a4e4b80a64 · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-04T06:49:37.872686Z

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.

Observation f475edfd-354f-48d4-a96c-f6076a851779 · outbound

This paper cites SoK: Semantic Privacy in Large Language Models.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense SoK: Semantic Privacy in Large Language Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-04T06:49:37.881990Z

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.

Observation a6c4b1a0-d4ac-44b4-9fb3-8646355b3b0e · outbound

This paper cites When LLMs meet cybersecurity: a systematic literature review.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense When LLMs meet cybersecurity: a systematic literature review

Reference 3

Resolution: verified exact; doi, observed 2026-06-26T14:19:31.146221Z

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.

Observation db13891b-6502-469b-8a3a-80d88a54d26b · outbound

This paper cites Large language models for cyber security: A systematic literature review.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Large language models for cyber security: A systematic literature review

Reference 4

Resolution: verified exact; doi, observed 2026-06-26T14:19:31.151859Z

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.

Observation 3246703b-2746-42a4-bc07-b289d5df5d0e · outbound

This paper cites Accountability and reliability in 6g o-ran: Who is responsible when it fails?.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Accountability and reliability in 6g o-ran: Who is responsible when it fails?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b16b9153-6c22-4084-9f14-9cba1509c971 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions

Reference 6

Resolution: verified exact; doi, observed 2026-06-26T14:19:31.144538Z

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.

Observation 58c97738-e78a-4fb9-863a-f0454a1ad62c · outbound

This paper cites IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge Delivery.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge Delivery

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T06:49:37.869322Z

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.

Observation 54e22ae2-32a9-4d5b-92a0-1bad18f8ef35 · outbound

This paper cites Security and threat detection through cloud-based wazuh deployment,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Security and threat detection through cloud-based wazuh deployment,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6ecfd78-3a18-4516-b2f4-5a825b6f8e0d · outbound

This paper cites Enhancing security operations center: Wazuh security event response with retrieval-augmented-generation- driven copilot,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Enhancing security operations center: Wazuh security event response with retrieval-augmented-generation- driven copilot,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fabe182-f0f6-4eff-b505-e70cea72de76 · outbound

This paper cites Dense passage retrieval for open-domain question answering,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Dense passage retrieval for open-domain question answering,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 968501c9-7c2e-4d45-9d27-b3a199e71f23 · outbound

This paper cites A survey on RAG meeting LLMs: Towards retrieval-augmented large language models,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense A survey on RAG meeting LLMs: Towards retrieval-augmented large language models,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43adbaaa-c13d-402f-aa20-e1bb447e829d · outbound

This paper cites Context- aware prompting for llm-based program repair,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Context- aware prompting for llm-based program repair,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45580296-7496-40e0-845b-3a3036916510 · outbound

This paper cites Make your LLM fully utilize the context,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Make your LLM fully utilize the context,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4182c56a-c874-4994-a4e4-e353ca6bbcac · outbound

This paper cites Machine learning on knowledge graphs for context-aware security monitoring,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Machine learning on knowledge graphs for context-aware security monitoring,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ed5bcc1-b2d4-49b8-9de6-8541f09f56ec · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-07-04T06:49:37.875923Z

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.

Observation f26e430a-c986-4d7c-9add-239998693348 · outbound

This paper cites Sub- graph retrieval enhanced model for multi-hop knowledge base question answering,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Sub- graph retrieval enhanced model for multi-hop knowledge base question answering,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27b4193a-0fce-4732-9bce-1d6af3c82c51 · outbound

This paper cites GPT-4 Technical Report.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense GPT-4 Technical Report

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-06-26T14:19:31.150051Z

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.

Observation 6179e9b9-5b6c-4ae1-8594-bed754347b44 · outbound

This paper cites The Llama 3 Herd of Models.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense The Llama 3 Herd of Models

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-07-04T06:49:37.863323Z

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.

Observation 125e7d9b-2082-41db-b293-d2adb94eb6d6 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-04T06:49:37.860162Z

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.

Observation 21ecf8c4-37b9-4fd0-9380-2a66ec612e69 · outbound

This paper cites Qwen3 Technical Report.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Qwen3 Technical Report

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-07-04T06:49:37.856963Z

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.

Observation 6a4d9250-a4cd-42ef-a043-3932d0d0821c · outbound

This paper cites A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-04T06:49:37.849938Z

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.

Observation c6d20466-bd57-49b1-8a70-ee44a8b81b1d · outbound

This paper cites spaCy: Industrial-strength Natural Language Processing in Python,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense spaCy: Industrial-strength Natural Language Processing in Python,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f60fa1e3-29d0-4095-8a5c-b1ba50126f55 · outbound

This paper cites Direct evaluation of chain-of-thought in multi-hop reasoning with knowledge graphs,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Direct evaluation of chain-of-thought in multi-hop reasoning with knowledge graphs,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bb41da5-ee64-4842-a914-83b5dafcb8d9 · outbound

This paper cites Simple is effective: The roles of graphs and large language models in knowledge-graph-based retrieval-augmented generation,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Simple is effective: The roles of graphs and large language models in knowledge-graph-based retrieval-augmented generation,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f064259-23ef-48d2-b9bd-a6b2e3662c61 · outbound

This paper cites Improving multi-hop knowledge base question answering by learning intermediate supervision signals,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Improving multi-hop knowledge base question answering by learning intermediate supervision signals,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ca4df62-834b-4867-a4a5-c433cd721810 · outbound

This paper cites Large language models enhanced collaborative filtering,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Large language models enhanced collaborative filtering,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f864cd1-4904-46dc-b77d-61c3938bde0e · outbound

This paper cites Think-then- react: Towards unconstrained human action-to-reaction generation,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Think-then- react: Towards unconstrained human action-to-reaction generation,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b61fb9d-57ac-4aee-931b-5da49a4710e1 · outbound

This paper cites Think-Then-React: Towards Unconstrained Human Action-to-Reaction Generation.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Think-Then-React: Towards Unconstrained Human Action-to-Reaction Generation

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-04T06:49:37.866257Z

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.

Observation 906a2953-644e-4065-898a-81aaa21fc73b · outbound

This paper cites Cyberq: Generat- ing questions and answers for cybersecurity education using knowledge graph-augmented LLMs,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Cyberq: Generat- ing questions and answers for cybersecurity education using knowledge graph-augmented LLMs,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57b5a251-3052-4122-afb6-26273e7e11dd · outbound

This paper cites Cyber security knowledge graph based cyber attack attribution framework for space-ground in- tegration information network,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Cyber security knowledge graph based cyber attack attribution framework for space-ground in- tegration information network,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f82e1fc2-a0b5-4c66-8fcb-a6baa60c2347 · outbound

This paper cites Cskg4apt: A cy- bersecurity knowledge graph for advanced persistent threat organization attribution,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Cskg4apt: A cy- bersecurity knowledge graph for advanced persistent threat organization attribution,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2282553a-75d5-48c4-aecf-84543a632a2f · outbound

This paper cites CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-04T06:49:37.853431Z

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.

Observation 11ba4d34-c3c6-4ded-b512-53ba43b2c3e6 · outbound

This paper cites Attackg+: Boosting attack graph construction with large language models,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Attackg+: Boosting attack graph construction with large language models,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3138bd0-af63-4d44-92c1-1e7723ec0710 · outbound

This paper cites Actionable cyber threat in- telligence using knowledge graphs and large language models,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Actionable cyber threat in- telligence using knowledge graphs and large language models,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a18882a5-786b-47c4-a117-00a4ffdb3367 · outbound

This paper cites Kg-ibl: Knowledge graph driven incremental broad learning for few-shot specific emitter identification,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Kg-ibl: Knowledge graph driven incremental broad learning for few-shot specific emitter identification,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 372addb3-b005-4071-9951-ddcb7e5eaeab · outbound

This paper cites Wrongdoing monitor: A graph-based behavioral anomaly detection in cyber security,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Wrongdoing monitor: A graph-based behavioral anomaly detection in cyber security,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-26T14:11:36.215868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 643ab2e6-7258-4113-86bc-98f5b7d98fe5 · outbound

This paper cites K-getnid: Knowledge-guided graphs for early and transferable network intrusion detection,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense K-getnid: Knowledge-guided graphs for early and transferable network intrusion detection,

Reference 37

Resolution: malformed identifier; arxiv_id, observed 2026-07-04T06:49:37.878453Z

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.

Observation 1afef3ca-7258-4bd4-b5e1-7cd82090e1b0 · outbound

This paper cites Knowledge graph reasoning for cyber attack detection,.

DEFENGRAPH: Knowledge Graph-Enhanced LLMs for Blue Team Cyber Defense Knowledge graph reasoning for cyber attack detection,

Reference 38

Resolution: verified exact; doi, observed 2026-06-26T14:19:31.147925Z

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.

Pith citing papers

No inbound Pith citation observations are available.