MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models | Paper Citation Record

Observation 55b2e24f-67ee-43f7-9612-40e71fb10136 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.214362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1116aa33-0d9c-4eda-beb0-1c3595167bf6 · outbound

This paper cites Venkatakrishnan.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Venkatakrishnan

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.258517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d3d1db6-5535-4f9d-a151-c4ac1414da5d · outbound

This paper cites Threatkg: A threat knowledge graph for automated open-source cyber threat intelligence gathering and management, 12 2022.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Threatkg: A threat knowledge graph for automated open-source cyber threat intelligence gathering and management, 12 2022

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.262820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d9205bd-a941-4271-b63a-817e001c8c70 · outbound

This paper cites Automated generation of attack graphs using nvd.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Automated generation of attack graphs using nvd

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.266765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02276269-ae43-423c-a223-3a3449111864 · outbound

This paper cites Ttpdrill: Automatic and accurate extraction of threat actions from unstructured text of cti sources.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Ttpdrill: Automatic and accurate extraction of threat actions from unstructured text of cti sources

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.270883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c361fdd-289b-4f02-be62-4d23daf39d58 · outbound

This paper cites Detection of breast cancer lesions using apt weighted mri: a systematic review.Journal of Translational Medicine, 23, 01 2025.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Detection of breast cancer lesions using apt weighted mri: a systematic review.Journal of Translational Medicine, 23, 01 2025

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.274203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 707bc023-d38f-46aa-874e-a9a7c48d1aac · outbound

This paper cites Improving apt detection with ensemble learning.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Improving apt detection with ensemble learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.278165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53604c37-c1bc-4802-8885-946bf840954a · outbound

This paper cites Reframing the role of academic professional track (apt) faculty.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Reframing the role of academic professional track (apt) faculty

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.281917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3348368-cd61-4725-a576-d1774e5d9725 · outbound

This paper cites Advanced persistent threat (apt), 10 2024.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Advanced persistent threat (apt), 10 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.285269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41888fa3-9f55-4e44-9fdb-4fb6e2053c25 · outbound

This paper cites Automatically labeling cyber threat intelligence reports using natural language processing.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Automatically labeling cyber threat intelligence reports using natural language processing

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.291900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 853b8b82-c1d0-4664-83ed-5366265a64f3 · outbound

This paper cites Enhancing cyber threat in- telligence with named entity recognition using bert-crf.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Enhancing cyber threat in- telligence with named entity recognition using bert-crf

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.296244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e3e2590-a10d-4a94-8d8b-89ce6b6cdbc7 · outbound

This paper cites Attackg+: Boosting attack graph construction with large language models.Computers & Security, 150:104220, 2025.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Attackg+: Boosting attack graph construction with large language models.Computers & Security, 150:104220, 2025

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:50.368757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 62564eed-14b3-4df0-85a9-ceaabe31b51f · outbound

This paper cites Deep residual learning for image recognition.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Deep residual learning for image recognition

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.304106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a255bd83-8b3b-43fc-bd11-405f674f4091 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.354085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f784b9f3-e1f7-4ea4-81e7-72ad6c05ebe8 · outbound

This paper cites Learning transferable visual models from natural language supervision.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Learning transferable visual models from natural language supervision

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:45.453784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 735c7377-8ae6-4cdb-9053-0d1198e7a829 · outbound

This paper cites Mm-forecast: A multimodal approach to temporal event forecasting with large language models.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Mm-forecast: A multimodal approach to temporal event forecasting with large language models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:50.254054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7bf332cb-f21d-40ca-96c2-2ab1ced8512c · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 19

Resolution: parse uncertain; raw_fallback, observed 2026-08-15T19:18:50.242852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65e9f661-5eac-4c48-babc-f2fd2ab501f1 · outbound

This paper cites Acing the ioc game: Toward automatic discovery and analysis of open-source cyber threat intelligence.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Acing the ioc game: Toward automatic discovery and analysis of open-source cyber threat intelligence

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:50.099711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bb83b2d0-e375-4085-89ac-04efdc582777 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:50.086627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b2e23734-2e6e-41e9-85f9-18f77000b111 · outbound

This paper cites Semi-automated information extraction from unstructured threat advisories.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Semi-automated information extraction from unstructured threat advisories

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:50.076009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 781c8f4a-40bb-4528-b973-9f5e3a86a716 · outbound

This paper cites A supervised machine learning based approach for automatically extracting high-level threat intelligence from unstructured sources.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models A supervised machine learning based approach for automatically extracting high-level threat intelligence from unstructured sources

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:50.002189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2333cc55-2602-4beb-8faf-00e5b4bf5543 · outbound

This paper cites Using entropy and mutual information to extract threat actions from cyber threat intelligence.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Using entropy and mutual information to extract threat actions from cyber threat intelligence

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.974627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 24d7ab80-9708-4e65-a53a-e27b6a7507c4 · outbound

This paper cites Cyberentrel: Joint extraction of cyber entities and relations using deep learning.Computers & Security, 136:103579, 2024.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Cyberentrel: Joint extraction of cyber entities and relations using deep learning.Computers & Security, 136:103579, 2024

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.961874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 523ec98a-9ce4-45d6-9fde-61e1c602d043 · outbound

This paper cites Threat action extraction based on coreference resolution.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Threat action extraction based on coreference resolution

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.926114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 41867264-21c6-4845-9c45-5852456c4b55 · outbound

This paper cites Atdg: An automatic cyber threat intelligence extraction model of dpcnn and bigru combined with attention mechanism.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Atdg: An automatic cyber threat intelligence extraction model of dpcnn and bigru combined with attention mechanism

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.857988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b3e6a05a-8a74-4c92-85e9-e24e3f8f88c5 · outbound

This paper cites A span-based multivariate information- aware embedding network for joint relational triplet extraction of threat intelligence.Knowledge-Based Systems, 295:111829, 2024.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models A span-based multivariate information- aware embedding network for joint relational triplet extraction of threat intelligence.Knowledge-Based Systems, 295:111829, 2024

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.844004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4b314168-aeae-45ee-b3d0-a0e254fcff8d · outbound

This paper cites Knowcti: Knowledge-based cyber threat intelligence entity and relation extraction.Computers & Security, 141:103824, 2024.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Knowcti: Knowledge-based cyber threat intelligence entity and relation extraction.Computers & Security, 141:103824, 2024

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.799970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2b264594-4673-4eba-af7d-8de553c5dba9 · outbound

This paper cites Automated threat report classification over multi-source data.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Automated threat report classification over multi-source data

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.770287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e7d42a9c-eb90-4ac6-93a3-44defade7811 · outbound

This paper cites Seqmask: Behavior extraction over cyber threat intelligence via multi-instance learning.The Computer Journal, 67(1):253–273, 2024.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Seqmask: Behavior extraction over cyber threat intelligence via multi-instance learning.The Computer Journal, 67(1):253–273, 2024

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.755293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b28f6cf6-a673-4a90-a787-5f3dc5569737 · outbound

This paper cites Threat intelligence att&ck extraction based on the attention transformer hierarchical recurrent neural network.Applied Soft Computing, 122:108826, 2022.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Threat intelligence att&ck extraction based on the attention transformer hierarchical recurrent neural network.Applied Soft Computing, 122:108826, 2022

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.700583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d35a7144-f00b-43f6-9f26-8e593b2c4fdb · outbound

This paper cites Tim: threat context-enhanced ttp intelligence mining on unstructured threat data.Cybersecurity, 5(1):3, 2022.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Tim: threat context-enhanced ttp intelligence mining on unstructured threat data.Cybersecurity, 5(1):3, 2022

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.680397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aa9e7b31-6549-4bcb-8a54-7d60ceb10728 · outbound

This paper cites Multimodal graph analysis of cyber attacks.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Multimodal graph analysis of cyber attacks

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.647680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b777d375-65a4-47af-99e0-5c47b769a566 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:49.598660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ea6e4bc5-c367-41ad-8d37-7194ead9db41 · outbound

This paper cites {KnowPhish}: Large language models meet multimodal knowledge graphs for enhancing{Reference-Based} phishing detection.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models {KnowPhish}: Large language models meet multimodal knowledge graphs for enhancing{Reference-Based} phishing detection

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.568010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 45b0bfea-e6cb-475a-bbb1-f0d920546184 · outbound

This paper cites Ex-action: Automatically extracting threat actions from cyber threat intelligence report based on multimodal learning.Security and Communication Networks, 2021(1):5586335, 2021.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Ex-action: Automatically extracting threat actions from cyber threat intelligence report based on multimodal learning.Security and Communication Networks, 2021(1):5586335, 2021

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.506419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6ee04d1e-e93d-47e9-84ee-4ee74e6f95dc · outbound

This paper cites Apt-mmf: An advanced persistent threat actor attribution method based on multimodal and multilevel feature fusion.Computers & security, 144:103960, 2024.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Apt-mmf: An advanced persistent threat actor attribution method based on multimodal and multilevel feature fusion.Computers & security, 144:103960, 2024

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.446588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2e509585-1751-449e-8b6b-af4d743499a6 · outbound

This paper cites Efficient Backdoor Defense in Multimodal Contrastive Learning: A Token-Level Unlearning Method for Mitigating Threats.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Efficient Backdoor Defense in Multimodal Contrastive Learning: A Token-Level Unlearning Method for Mitigating Threats

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.078166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c09244b-a196-4d5f-a383-242e0818085f · outbound

This paper cites Nightshade: Prompt-specific poisoning attacks on text-to-image generative models.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Nightshade: Prompt-specific poisoning attacks on text-to-image generative models

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.151483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation edfb1636-9672-4a84-805e-8abc716428af · outbound

This paper cites JailGuard: A Universal Detection Framework for LLM Prompt-based Attacks.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models JailGuard: A Universal Detection Framework for LLM Prompt-based Attacks

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.086277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10c354aa-8d46-4194-8e40-0918d9cd9dba · outbound

This paper cites Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.090227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf7e707-935b-4a98-baa6-df329149a7df · outbound

This paper cites LLMs Perform Poorly at Concept Extraction in Cyber-security Research Literature.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models LLMs Perform Poorly at Concept Extraction in Cyber-security Research Literature

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.094941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f64fa536-bf19-4e2f-a5e3-cabd03e18e2b · outbound

This paper cites Raglog: Log anomaly detection using retrieval augmented generation.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Raglog: Log anomaly detection using retrieval augmented generation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.100277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e647c082-647e-4875-be16-93733be48a38 · outbound

This paper cites Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.103594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d79ca5b0-97d1-4d25-8a7b-788c8f514d52 · outbound

This paper cites From Text to MITRE Techniques: Exploring the Malicious Use of Large Language Models for Generating Cyber Attack Payloads.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models From Text to MITRE Techniques: Exploring the Malicious Use of Large Language Models for Generating Cyber Attack Payloads

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.107371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4697558-f889-46ed-8bae-d47db23cfc9b · outbound

This paper cites Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.110512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5378dff8-45c2-43de-b35e-3f47b699b3be · outbound

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

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models LLMs Killed the Script Kiddie: How Agents Supported by Large Language Models Change the Landscape of Network Threat Testing

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.113844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f3ac35-dc95-47c4-adc9-65cd6b39cd9b · outbound

This paper cites Building resilient smes: Harnessing large language models for cyber security in australia.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Building resilient smes: Harnessing large language models for cyber security in australia

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:49.132010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c5b4a66-027a-4b42-88ed-62602af2a1dc · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.927971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c722e40a-f59b-43c7-9f5f-a4d64f953106 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:49.045892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b0710b8e-a884-4636-a4af-41403f253b8b · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.916989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ae588fd8-454f-4d66-9703-8685129783c7 · outbound

This paper cites A Survey on In-context Learning.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models A Survey on In-context Learning

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.124486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e6f5d98-fc30-4b57-a49a-1299d6aebe98 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T19:18:46.128465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 265bcaa0-d265-4dff-98b7-13888c2f08a6 · outbound

This paper cites Covert Grove.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Covert Grove

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.939385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8e415524-f1b0-413d-b039-7c9b5aa79fae · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.906719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a250dcf4-51f2-49a8-a722-24f72408ba5b · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.767395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8651639e-40cc-4e3a-a786-a7463c9a8b2a · outbound

This paper cites What is/are the XXX of/in the image?.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models What is/are the XXX of/in the image?

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.667542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 558ad8f4-cef5-409f-8d48-febfabc479bb · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.655024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 36c4b2c7-4b73-49ed-b11f-81cbc45fb2f0 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.645496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 87e368c3-6b22-4f82-b4c7-da6bcdf71dab · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.634277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 738f4163-a3d8-4915-9b9b-db63ad73ace6 · outbound

This paper cites Do not provide explanations or reasons for uncertainty.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Do not provide explanations or reasons for uncertainty

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.438354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 49bf37ab-6b0b-4395-bbae-fad547870d68 · outbound

This paper cites - Consistency: Consistency represents whether the description maintains content relevance to the image information.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models - Consistency: Consistency represents whether the description maintains content relevance to the image information

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.368699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 096f5ffd-6fdc-4bda-b62b-bd32054269a0 · outbound

This paper cites excellent.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models excellent

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.357819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c5ab1c97-af61-4a9b-b06e-20271f622aae · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.347613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 99290748-a245-4a4f-8e78-d1aa64a52a72 · outbound

This paper cites excellent.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models excellent

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.337295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f5e5dee3-e70e-4cd6-bf02-d37d30f6349e · outbound

This paper cites - Consistency: Consistency represents the answer maintains content relevance to the image infor- mation.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models - Consistency: Consistency represents the answer maintains content relevance to the image infor- mation

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.328080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 44398437-3df0-4865-b5ef-27bcd9838187 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.317232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 219d1173-fc2a-4162-99ae-1d595edfc21e · outbound

This paper cites 26 Yongheng Zhang et al.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models 26 Yongheng Zhang et al

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.215979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5adbfe04-741a-47dd-abd5-dfd6f271e985 · outbound

This paper cites Image In-context; 3.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Image In-context; 3

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.127126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d445f768-7300-4a20-88eb-3c79e52bedc6 · outbound

This paper cites Image context; 3.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Image context; 3

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.115672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9bc92d45-98fd-4d1b-b7ca-f43c20ae2288 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.103737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2aa8f222-cacc-4a7b-8470-c43a8b029587 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.092203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0399a0a0-a7e6-4b71-8293-dc62d7714ced · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.082597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3502bd2c-b90a-4eb6-94c7-9575bda9b39d · outbound

This paper cites type":"new_node_addition.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models type":"new_node_addition

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:48.073158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a814540-0c43-4a58-a58e-0268367bc0d5 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:48.061834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7f119de4-1a18-4fbb-a6d9-062b2a77b062 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.855785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f2ec684b-dfd8-4125-83b5-8335dfc298ba · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.713747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 53f7e352-cdd5-4c8d-8267-b85f470b3ade · outbound

This paper cites Extraction of Techniques You are a cyber-threat intelligence expert.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Extraction of Techniques You are a cyber-threat intelligence expert

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:47.703130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 83b69238-434a-4cf8-b591-ce62bd2934e5 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.693355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5eb281a7-0d79-4c29-b4d6-3a0163e6c372 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.683132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 73531d4f-af13-47cc-8ea2-c947c33091fd · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.673343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b2eff42a-e9a3-4871-af2b-1bc044365711 · outbound

This paper cites Integrated Attack Graph You are a cyber-threat intelligence expert.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Integrated Attack Graph You are a cyber-threat intelligence expert

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:47.660992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4a9359aa-863f-4c3f-9e3c-690e328ca07c · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.552511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d6ed3d2a-7600-4173-9153-00122e526620 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.540946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d6e8740d-372a-444f-bb6a-403e8237bee9 · outbound

This paper cites [Thinking Process].

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models [Thinking Process]

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:47.529355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e55553c3-6777-48b0-ba1c-7775cfc87c62 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.475083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 178645f0-4612-4b67-b0c8-4f34bc0b0cae · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.305055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f5dd40a3-d600-40f3-89f4-72daf68349da · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.291278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f09310a2-2d08-4431-99d7-3f909b65eed0 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.277382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cfbf1ffa-14a1-4528-b751-b1d3cd21b82a · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:18:47.257840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4f7f1642-ef8b-4d91-82d1-8b87afe4e025 · outbound

This paper cites an unresolved cited work.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models Unresolved cited work

Reference 95

Resolution: parse uncertain; raw_fallback, observed 2026-08-15T19:18:47.244516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e9ac8cd3-bd84-488d-902b-e453ea10dc4a · outbound

This paper cites technique_id - technique_name.

MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models technique_id - technique_name

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:18:47.101242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers