Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2504.10112.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:34:59.924739Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T19:20:07.161491Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 39cd706b-239e-4186-b0b0-bbd991284f8a · inbound
From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs cites this paper.
From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:34:59.924739Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bed81608-05d1-4c89-a81a-27894b52f624 · inbound
On the Surprising Efficacy of LLMs for Penetration-Testing cites this paper.
On the Surprising Efficacy of LLMs for Penetration-Testing Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:10:04.491227Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7a0094c-8ea6-4482-9e2b-b5cff3cee040 · inbound
From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World cites this paper.
From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:16:27.628828Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f27747f2-bda1-48df-a2ac-0167ef37d704 · inbound
From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World cites this paper.
From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T14:22:24.494937Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7931abb-6c44-44a5-b9f6-26956f8d76bf · inbound
How Reliable Are AI Attackers Against a Fixed Vulnerable Target? A 400-Run Empirical Study of LLM Penetration Testing Consistency cites this paper.
How Reliable Are AI Attackers Against a Fixed Vulnerable Target? A 400-Run Empirical Study of LLM Penetration Testing Consistency Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 25
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-29T14:13:30.540842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 965f875d-4656-4dcb-ba14-a9069b9c74c0 · inbound
ZERO-APT: A Closed-Loop Adversarial Framework for LLM-Driven Automated Penetration Testing under Intelligent Defense cites this paper.
ZERO-APT: A Closed-Loop Adversarial Framework for LLM-Driven Automated Penetration Testing under Intelligent Defense Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 56
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-02T13:16:58.787116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cd011455-5dfd-41fa-a915-3f2ceec8281d · inbound
Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing cites this paper.
Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 5
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-04T19:20:07.162950Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f4717228-edf6-44d4-814c-bec27062b365 · inbound
Hephaestus: Toward a Cybersecurity AI Scientist cites this paper.
Hephaestus: Toward a Cybersecurity AI Scientist Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 20
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T13:54:44.479468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5371b2c9-2f19-4d1c-b521-5fb7f4011829 · inbound
A Survey of LLM-Driven Penetration Testing: Taxonomy, Co-Evolution, and Open Challenges cites this paper.
A Survey of LLM-Driven Penetration Testing: Taxonomy, Co-Evolution, and Open Challenges Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T09:10:11.585499Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 770e4217-b261-4293-ba14-82a3cefdce29 · inbound
Determinants and Limits of LLM Security-Tool Orchestration: A Study with HexStrike-AI cites this paper.
Determinants and Limits of LLM Security-Tool Orchestration: A Study with HexStrike-AI Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T06:28:52.906906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.