Paper Citation Record · LEDGER

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching

As of 19 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 3 inbound Pith citation observations for arXiv:2509.07225.

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

pith.paper-citation-record.v1
2509.07225 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:40:43.074741Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:37:51.078559Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:49:19.569783Z

Reference resolution

10 of 10 outbound references displayed

verified exact0
verified fuzzy2
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 616e4acd-bc1a-4002-a3e8-68dfa254be35 · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.215940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7d663510-4151-4d97-8ab0-d8fbdf383fe6 · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.203853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e12ffecc-4f42-4306-8f43-bb35e4262f4a · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.192790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 70a99923-abd2-46e6-8a9b-30759440e22a · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.181482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f8174d5c-fb7d-439f-9a9b-c144a164318e · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.169126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4dab3a9a-738b-44a0-8e95-f16b72da64ea · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.154996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0f19ec95-db8c-46bf-93c8-26a27d825f34 · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.142497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a7020084-ba40-44fc-a171-4cff3bdf0a38 · outbound

This paper cites an unresolved cited work.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:40:43.130619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 91bb00a5-74e2-409d-bec8-dd2d42efbaa1 · outbound

This paper cites AIxCC Final Competition Procedures and Scoring Guide.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching AIxCC Final Competition Procedures and Scoring Guide

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:40:43.118488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9b209928-11b2-4d6e-b502-d5eef5701eb3 · outbound

This paper cites Fanning and Laurence J.

All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching Fanning and Laurence J

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:40:43.105390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 7e5fa716-a07c-435a-bbaa-c14e77b8b753 · inbound

PBFuzz: Agentic Directed Fuzzing for PoV Generation cites this paper.

PBFuzz: Agentic Directed Fuzzing for PoV Generation All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T18:37:51.078559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df6162b8-cf15-4035-958a-d6e3bc9046b8 · inbound

Quality-Assured Fuzz Harness Generation via the Four Principles Framework cites this paper.

Quality-Assured Fuzz Harness Generation via the Four Principles Framework All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:21:16.965112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 57e5a16f-e9a0-42b3-957d-7adc4f8af065 · inbound

Code-Augur: Agentic Vulnerability Detection via Specification Inference cites this paper.

Code-Augur: Agentic Vulnerability Detection via Specification Inference All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching

Reference 31

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:49:19.572483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.