Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T04:47:13.853232Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 100 of 271 outbound references and 1 inbound Pith citation observation for arXiv:2412.18442.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T04:47:13.853232Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T22:04:33.548908Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-09T22:04:33.761682Z
100 of 271 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4b8e2ac0-c795-4e68-bd1f-dff869c3496f · outbound
SoK: On the Offensive Potential of AI Girasa, Artificial Intelligence as a Disruptive Technology: Economic Transformation and Government Regulation
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3e2773f-2c91-4adb-b358-f3e5efbbd5e4 · outbound
SoK: On the Offensive Potential of AI Artificial intelligence as a disruptive technology—a systematic literature review,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 863deef5-cdc7-43e9-9b84-b1e6f9cadfd0 · outbound
SoK: On the Offensive Potential of AI Artificial intelligence, machine learning and deep learning in advanced robotics, a review,
Reference 3
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Unavailable: canonical work link unavailable.
Observation d36dd8be-9fc0-409d-9778-731a6748443e · outbound
SoK: On the Offensive Potential of AI Machine learning and ai in business intelligence: Trends and opportunities,
Reference 4
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Unavailable: canonical work link unavailable.
Observation 43f8781b-ab7f-45eb-ab79-b70cc21d6187 · outbound
SoK: On the Offensive Potential of AI What factors contribute to the acceptance of artificial intelligence? a systematic review,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00fa3193-73cf-4ce9-9ab6-8dbc701b7e74 · outbound
SoK: On the Offensive Potential of AI The role of machine learning in cybersecurity,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f111df6-badb-4677-aead-3811a7e66a51 · outbound
SoK: On the Offensive Potential of AI Artificial intelligence and national security,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0e24cd0-1232-4502-b801-5bdeff1a3326 · outbound
SoK: On the Offensive Potential of AI Trusting artificial intel- ligence in cybersecurity is a double-edged sword,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7da135b7-194b-448e-b7fb-5e2e14da99b5 · outbound
SoK: On the Offensive Potential of AI Deepcase: Semi-supervised contextual analysis of security events,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93b5aeee-f030-462a-9476-e6d14df5ef3b · outbound
SoK: On the Offensive Potential of AI Wild patterns: Ten years after the rise of adversarial machine learning,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22f22d91-6162-4cec-a66b-5262b16dede7 · outbound
SoK: On the Offensive Potential of AI Sok: Security and privacy in machine learning,
Reference 11
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Unavailable: canonical work link unavailable.
Observation 866ef758-0b75-494f-9588-bf27e60e6397 · outbound
SoK: On the Offensive Potential of AI Towards evaluating the robustness of neural networks,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76221ecb-9b0f-48ca-b245-17d8c5bd7192 · outbound
SoK: On the Offensive Potential of AI Deep models under the gan: information leakage from collaborative deep learning,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fae6f90-36bb-4526-8d05-a7429d99621e · outbound
SoK: On the Offensive Potential of AI Stealing machine learning models via prediction APIs,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 702e7525-61ef-4a3e-8b14-2fb4e6bbe321 · outbound
SoK: On the Offensive Potential of AI Phishing faster: Implementing chatgpt into phishing campaigns,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88d3b7bb-22d7-4c1a-96b9-b2140f6964ed · outbound
SoK: On the Offensive Potential of AI Devising and detecting phishing emails using large language models,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a8da1a0-80b5-4ec7-bf34-c51261d59856 · outbound
SoK: On the Offensive Potential of AI Ai tools such as chatgpt are generating a mammoth increase in malicious phishing emails,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aed16ad9-1da0-43e2-8776-27c40f8153c7 · outbound
SoK: On the Offensive Potential of AI The state of phishing,
Reference 18
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Unavailable: canonical work link unavailable.
Observation d81dd8d4-60fc-4b46-8088-dac926987d9f · outbound
SoK: On the Offensive Potential of AI A systematic review of defensive and offensive cybersecurity with machine learning,
Reference 19
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Unavailable: canonical work link unavailable.
Observation 65487eda-9306-4dc9-87e6-ceb3035439bd · outbound
SoK: On the Offensive Potential of AI The Threat of Offensive AI to Organizations,
Reference 20
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Unavailable: canonical work link unavailable.
Observation 2a4bbee5-9049-4d31-a876-551a9acda655 · outbound
SoK: On the Offensive Potential of AI Long-term Collection (and classification) of works on Offensive AI (website of this paper),
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d6aae60-152a-45e0-b215-54222dec46f7 · outbound
SoK: On the Offensive Potential of AI You are who you know and how you behave: Attribute inference attacks via users’ social friends and behaviors,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aaf3c275-2665-44f8-bf50-7a7792d0e4f6 · outbound
SoK: On the Offensive Potential of AI Predicting personality from twitter,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11f8428e-67bf-433f-be3a-3a46d16051cc · outbound
SoK: On the Offensive Potential of AI Generating adversarial malware examples for black-box attacks based on GAN,
Reference 25
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Unavailable: canonical work link unavailable.
Observation e3f6b98a-4d1e-4cad-8e06-c8bec9db7b29 · outbound
SoK: On the Offensive Potential of AI Idsgan: Generative adversarial networks for attack generation against intrusion detection,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 1c7ad34f-afa2-42aa-8188-fd2f95517054 · outbound
SoK: On the Offensive Potential of AI Practical evasion of a learning-based clas- sifier: A case study,
Reference 27
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Unavailable: canonical work link unavailable.
Observation 3bffb4a9-48ff-472e-b368-360674376ff4 · outbound
SoK: On the Offensive Potential of AI Machine learning: Trends, perspec- tives, and prospects,
Reference 28
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Unavailable: canonical work link unavailable.
Observation f2b9dd9f-79ff-434b-9e00-40e3c746a0ab · outbound
SoK: On the Offensive Potential of AI The AI-based cyber threat landscape: A survey,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 008f83cd-f7c9-45ae-9fe1-97da4a4bbe62 · outbound
SoK: On the Offensive Potential of AI The emerging threat of ai-driven cyber attacks: A review,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69414bdd-e4a1-49aa-b7e3-0b2dee9da0bb · outbound
SoK: On the Offensive Potential of AI Guidelines for performing systematic literature reviews in software engineering,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 829f271c-66a5-4f75-81fd-edd9c4228e9e · outbound
SoK: On the Offensive Potential of AI Sok: Taxonomy of attacks on open-source software supply chains,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57339741-9dff-4bf5-84f2-ed329348f166 · outbound
SoK: On the Offensive Potential of AI Simulating SQL injection vulnerability exploitation using Q-learning reinforcement learning agents,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4c3a4f2-766a-4916-8918-d640c4a22959 · outbound
SoK: On the Offensive Potential of AI Modelling penetration testing with reinforcement learning using capture-the-flag challenges: Trade-offs between model-free learning and a priori knowledge,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20aa4efc-77b7-4a7f-b6a2-6ee67b02ad07 · outbound
SoK: On the Offensive Potential of AI Towards pentesting automation using the metasploit framework,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67ce3967-a9f6-435e-abb8-343e62c09e0f · outbound
SoK: On the Offensive Potential of AI SOFIA: An automated security oracle for black-box testing of SQL-injection vulnerabilities,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a755e3c4-9cf8-469a-803e-c4d97d20324a · outbound
SoK: On the Offensive Potential of AI Automated adversary emulation for cyber-physical systems via reinforcement learning,
Reference 37
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Unavailable: canonical work link unavailable.
Observation 2bfa1c62-4f6c-4647-8c29-bf625edafc40 · outbound
SoK: On the Offensive Potential of AI Outcomes from health information exchange: systematic review and future research needs,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89d7ea57-2103-4217-826f-99bc13f4d05c · outbound
SoK: On the Offensive Potential of AI Appmine: Behavioral analytics for web appli- cation vulnerability detection,
Reference 39
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Unavailable: canonical work link unavailable.
Observation ed23c5b4-ba68-4d7d-8253-2bd93c4728fe · outbound
SoK: On the Offensive Potential of AI Spacephish: the evasion-space of adversarial attacks against phishing website detectors using machine learning,
Reference 40
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Unavailable: canonical work link unavailable.
Observation ef7937de-2a79-48ee-9cf0-43cba92739f0 · outbound
SoK: On the Offensive Potential of AI WaveNet: A Generative Model for Raw Audio
Reference 41
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Unavailable: canonical work link unavailable.
Observation 181e3c92-eb54-4119-9c98-fc8b6528fb7f · outbound
SoK: On the Offensive Potential of AI A systematic literature review and meta-analysis on artificial intelligence in penetration testing and vulnerability assessment,
Reference 42
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Unavailable: canonical work link unavailable.
Observation 02789857-bf76-4392-bfb5-1d0427517aa6 · outbound
SoK: On the Offensive Potential of AI Can artificial intelligence power future malware,
Reference 43
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Observation aeaba9d9-bf38-471f-84d6-705c22b44b7b · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 44
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Observation d77e5444-f835-4f91-a84e-b9da97d96490 · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 45
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Observation a1f51975-78e2-47ca-bda6-8e6cbf6dc617 · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 46
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Observation d690b8de-a916-4e26-8eb8-4aba8b1f3700 · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 47
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Observation 7ff8477d-e86a-4b86-b53e-1af45c956f2e · outbound
SoK: On the Offensive Potential of AI Wilkin, https://www .blackhat.com/us-18/arsenal.html#jacob-wilkin, 2018
Reference 48
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Observation 47bb5542-8a09-43fa-b2d5-9efc5bb75b23 · outbound
SoK: On the Offensive Potential of AI Machine learning attacks against the Asirra CAPTCHA,
Reference 49
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Observation b6726f2b-b2cc-49cb-ba8f-2867de7b464f · outbound
SoK: On the Offensive Potential of AI Hacking desire: Reverse-engineering what people wan,
Reference 50
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Unavailable: canonical work link unavailable.
Observation 1ddcb610-d25d-43fc-921f-8c043e3af4aa · outbound
SoK: On the Offensive Potential of AI Sok: Hate, harassment, and the changing landscape of online abuse,
Reference 51
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Unavailable: canonical work link unavailable.
Observation 303e10a9-8cb2-44cb-baeb-f7b78705ef9c · outbound
SoK: On the Offensive Potential of AI Sok: Authentication in augmented and virtual reality,
Reference 52
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Observation 4cd45f24-bee8-457e-b1b7-549f0a5a4435 · outbound
SoK: On the Offensive Potential of AI The Menlo report,
Reference 53
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Observation f5c7cfcc-0c3d-46b6-a1c2-b6ae547009ad · outbound
SoK: On the Offensive Potential of AI Our repository,
Reference 54
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Unavailable: canonical work link unavailable.
Observation 69204d6f-d2b1-499e-8d34-d6e9c18dd204 · outbound
SoK: On the Offensive Potential of AI Convenience sampling, random sampling, and snow- 15 ball sampling: How does sampling affect the validity of research?
Reference 55
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Unavailable: canonical work link unavailable.
Observation e5088ddb-1bc4-444e-8add-9cdf2b1b8302 · outbound
SoK: On the Offensive Potential of AI Comparisons of online recruitment strategies for convenience samples: Craigslist, google adwords, facebook, and amazon mechanical turk,
Reference 56
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Unavailable: canonical work link unavailable.
Observation 26d6a41c-4f34-40ba-81d2-d72dc9b4cbf7 · outbound
SoK: On the Offensive Potential of AI Charmaz, Constructing grounded theory: A practical guide through qualitative analysis
Reference 57
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Observation 1bca3d31-7a26-4a99-bb8b-df3e6f80c97c · outbound
SoK: On the Offensive Potential of AI “So what if ChatGPT wrote it?
Reference 58
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Observation e0dd358c-f8a8-49b3-a80f-a913be053c2e · outbound
SoK: On the Offensive Potential of AI Whatever next? predictive brains, situated agents, and the future of cognitive science,
Reference 59
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Observation 0e61ea79-a577-4e12-bcec-6e347c74e90a · outbound
SoK: On the Offensive Potential of AI Advances and open problems in federated learning,
Reference 60
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Observation 6bed4aee-7cc6-4124-8705-d63181565a44 · outbound
SoK: On the Offensive Potential of AI Interviewing the investigator: Strategies for addressing instrumentation and researcher bias concerns in qualitative research
Reference 61
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Observation 1dd91c83-563d-406f-a142-8e585d1c3b4e · outbound
SoK: On the Offensive Potential of AI “Real Attackers Don’t Compute Gradients
Reference 62
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Observation d084addf-24da-40ef-85dd-aa84ce2f1c8d · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 63
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Observation 796d7cef-166b-457b-ac67-4c9d3c4920f4 · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 64
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Observation 7617d521-b57f-4e6b-8d79-f09bbf34ef1a · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 65
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Observation acc94dc8-11ed-453a-b200-1f45255b2d1e · outbound
SoK: On the Offensive Potential of AI Unresolved cited work
Reference 66
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Observation 73cc7ecd-2565-4587-a811-ab93a01280fc · outbound
SoK: On the Offensive Potential of AI Attribute inference attacks in online multiplayer video games: A case study on Dota2,
Reference 67
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Observation 13ab33ec-55b5-452e-ba52-c0e052b98643 · outbound
SoK: On the Offensive Potential of AI A low-cost approach to crack python captchas using ai-based chosen-plaintext attack,
Reference 68
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Observation 43f75a49-9546-4bab-acae-f35bc49e32a0 · outbound
SoK: On the Offensive Potential of AI ”Do users fall for real adversarial phishing?
Reference 69
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Observation e6f93988-72aa-493a-b2b0-e7b00afac4ca · outbound
SoK: On the Offensive Potential of AI My privacy my decision: Control of photo sharing on online social networks,
Reference 70
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Observation 7a741dd7-6551-496b-a6d8-bf5edd230248 · outbound
SoK: On the Offensive Potential of AI Keyword occurrences and journal specialization,
Reference 71
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Observation c8ae8ee5-2afd-4edf-ae10-2f46bbdb8a0f · outbound
SoK: On the Offensive Potential of AI “dirclustering
Reference 72
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Observation 146b6bd1-316f-4de5-978f-5d9c938467c7 · outbound
SoK: On the Offensive Potential of AI Vulnerability exploitation using reinforcement learning,
Reference 73
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Observation fda41d87-059f-4e33-ab73-acf141c4e03b · outbound
SoK: On the Offensive Potential of AI GAIL-PT: An intelligent penetration testing framework with generative adversarial imitation learning,
Reference 74
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Observation ec300054-ff27-477c-9a92-963cc5d118eb · outbound
SoK: On the Offensive Potential of AI Generative Adversarial Network (GAN)-Based Autonomous Penetration Testing for Web Applications,
Reference 75
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Observation 4fcb3540-7fea-4249-b90b-0fa298fc3aba · outbound
SoK: On the Offensive Potential of AI Generative neural networks as a tool for web applications penetration testing,
Reference 76
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Unavailable: canonical work link unavailable.
Observation 9cfb6db9-e9ca-46ad-8724-fc9f7b4002e5 · outbound
SoK: On the Offensive Potential of AI Hierarchical reinforcement learning for efficient and effective automated penetration testing of large networks,
Reference 77
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Unavailable: canonical work link unavailable.
Observation 8d555d4e-843f-4469-9279-ea85b293c9e8 · outbound
SoK: On the Offensive Potential of AI Getting pwn’d by ai: Penetration testing with large language models,
Reference 78
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Observation 5e205e4d-dea1-45ba-ae3c-d916cc000be3 · outbound
SoK: On the Offensive Potential of AI When ChatGPT goes rogue: exploring the potential cybersecurity threats of AI-powered conversational chatbots,
Reference 79
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Observation 9060a496-1e6b-4b03-bdd5-03ca3910b6f6 · outbound
SoK: On the Offensive Potential of AI Working with ai to persuade: Examining a large language model’s ability to generate pro-vaccination messages,
Reference 80
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Unavailable: canonical work link unavailable.
Observation 25a1536f-49b0-491e-8060-d3bc888b710d · outbound
SoK: On the Offensive Potential of AI New tricks to old codes: can ai chatbots replace static code analysis tools?
Reference 81
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Observation 7fcd40c5-637c-4265-8b86-66321d5f7d9e · outbound
SoK: On the Offensive Potential of AI An attacker’s dream? exploring the capabilities of chatgpt for developing malware,
Reference 82
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Observation 9b2cf257-7df5-493a-a1c2-6d7d46d5b9ef · outbound
SoK: On the Offensive Potential of AI An automated approach to web offensive security,
Reference 83
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Observation b4fa882d-0fae-417e-8ecc-fe2413c8aa94 · outbound
SoK: On the Offensive Potential of AI Combining variational au- toencoders and transformer language models for improved password generation,
Reference 84
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Observation e093272f-a9de-4292-995b-3deaccb3e226 · outbound
SoK: On the Offensive Potential of AI Discovering exfiltra- tion paths using reinforcement learning with attack graphs,
Reference 85
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Observation d9a46dd8-3b95-4eb1-a974-39e295ecb2d9 · outbound
SoK: On the Offensive Potential of AI Reinforcing Penetration Testing Using AI,
Reference 86
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Observation cf50fd59-98fa-4933-851d-6e9da3eb8c7c · outbound
SoK: On the Offensive Potential of AI Using cyber terrain in re- inforcement learning for penetration testing,
Reference 87
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Observation edb6b0e6-56d3-477a-a618-d7781cfc768f · outbound
SoK: On the Offensive Potential of AI Penetration testing procedure using machine learning,
Reference 88
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Observation e148a683-2182-46c7-9c77-17aa72008c74 · outbound
SoK: On the Offensive Potential of AI My tweets bring all the traits to the yard: Predicting personality and relational traits in online social networks,
Reference 89
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Observation 5da666ea-4373-4d98-875d-8545e8bc78e2 · outbound
SoK: On the Offensive Potential of AI Link: Black-box detection of cross-site scripting vulnerabilities using reinforcement learning,
Reference 90
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Observation 2f0fb70e-441c-44ba-b670-253f8e072229 · outbound
SoK: On the Offensive Potential of AI Deep reinforcement learning for penetra- tion testing of cyber-physical attacks in the smart grid,
Reference 91
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Observation 15dc8928-64ae-48a1-bd6a-ed2066088173 · outbound
SoK: On the Offensive Potential of AI Leveraging deep reinforcement learning for automating penetration testing in reconnaissance and exploitation phase,
Reference 92
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Observation 085e6239-2ed8-4dda-bb95-97d171866c5a · outbound
SoK: On the Offensive Potential of AI Passflow: guessing passwords with generative flows,
Reference 93
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Observation 01f6a7bc-2d2d-4b44-8c72-bc58d97dc343 · outbound
SoK: On the Offensive Potential of AI Cascaded reinforcement learning agents for large action spaces in autonomous penetration testing,
Reference 94
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Observation 61ce0171-92c2-4a84-8718-368eeeb500a0 · outbound
SoK: On the Offensive Potential of AI Intelligent penetration testing in dynamic defense environment,
Reference 95
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Observation ac11f632-67c0-44c5-bfa9-33d37f87c5cb · outbound
SoK: On the Offensive Potential of AI Discovering reflected cross-site scripting vulnerabilities using a multiobjective reinforcement learning environment,
Reference 96
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Observation ddf6ec82-82a7-43ef-9a9c-c169b74c2d3c · outbound
SoK: On the Offensive Potential of AI Crown jewels analysis using reinforcement learning with at- tack graphs,
Reference 97
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Observation 6f0e68ce-3c3f-4e2f-a141-167a25b80275 · outbound
SoK: On the Offensive Potential of AI Offensive AI: Unification of email generation through GPT-2 with a game-theoretic approach for spear-phishing attacks,
Reference 98
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ee4244d-dd55-431f-a860-d4b34763a89f · outbound
SoK: On the Offensive Potential of AI Automating privilege escalation with deep reinforcement learning,
Reference 99
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12b1e8ec-f5bd-491d-a67b-f4ceeed734ee · outbound
SoK: On the Offensive Potential of AI Offensive security of keyboard data using machine learning for password authentication in iot,
Reference 100
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40a49b6e-23b8-4b49-871c-e153c6e1cab1 · outbound
SoK: On the Offensive Potential of AI Automating post-exploitation with deep reinforcement learning,
Reference 101
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22c56035-901b-4691-9c58-eb886fe33a14 · inbound
LLM Cyber Evaluations Don't Capture Real-World Risk SoK: On the Offensive Potential of AI
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.