Paper Citation Record · LEDGER

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing

As of 8 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 1 inbound Pith citation observation for arXiv:2507.21113.

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

pith.paper-citation-record.v1
2507.21113 v1

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:48:02.774461Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T06:28:52.906906Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

11 of 11 outbound references displayed

verified exact0
verified fuzzy3
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 02efdc29-c267-4db2-86cd-4d3c57d98fa7 · outbound

This paper cites Cybercompetitions: A survey of competitions, tools, and systems to support cybersecurity education,.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing Cybercompetitions: A survey of competitions, tools, and systems to support cybersecurity education,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:48:03.122078Z

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 0c6198cb-7609-487e-81e2-d537a88f1969 · outbound

This paper cites A Data-Driven Approach to Lightweight DVFS-Aware Counter-Based Power Modeling for Heterogeneous Platforms.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing A Data-Driven Approach to Lightweight DVFS-Aware Counter-Based Power Modeling for Heterogeneous Platforms

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T17:48:03.034459Z

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 779079fb-1d0c-42e7-a501-b4f83e62ff98 · outbound

This paper cites Getting pwn’d by AI: Penetration testing with the language models,.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing Getting pwn’d by AI: Penetration testing with the language models,

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T17:48:02.997874Z

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 3cb03126-87b4-46d7-ad26-51ab06305489 · outbound

This paper cites Large Language Models: A Survey.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing Large Language Models: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:02.736436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ca019c9-6e21-4470-829e-321cf868c04b · outbound

This paper cites Large Language Models in Cybersecurity: State-of-the-Art.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing Large Language Models in Cybersecurity: State-of-the-Art

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:02.743537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d95cd1c4-1e77-41f2-890c-7ea415b08dd0 · outbound

This paper cites Can Large Language Models Find And Fix Vulnerable Software?.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing Can Large Language Models Find And Fix Vulnerable Software?

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:02.749284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18eaf81f-925f-464b-afd4-686433dc571c · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:02.754962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4e2ae9e-cbfe-4243-aa48-8a89900c1d8c · outbound

This paper cites AutoAttacker: A large language model guided system to implement automatic cyber-attacks,.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing AutoAttacker: A large language model guided system to implement automatic cyber-attacks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:48:03.092138Z

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 6ff27f55-f6b7-4dc0-b050-693d9db0e834 · outbound

This paper cites A survey on large language model (LLM) security and privacy: The good, the bad, and the ugly,.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing A survey on large language model (LLM) security and privacy: The good, the bad, and the ugly,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:48:03.061918Z

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 4b7dafbe-c949-49d9-911e-3ed4380b6779 · outbound

This paper cites A Survey of Large Language Models.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing A Survey of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:02.774461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f4ae374-65b9-4ff8-b5cb-5d901f88c6cf · outbound

This paper cites AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks.

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T17:48:02.764469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8abb136d-4120-4a11-b61c-76308ae8b94e · 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 Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T06:28:52.906906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.