Paper Citation Record · LEDGER

Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2404.02525.

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

pith.paper-citation-record.v1
2404.02525 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T00:18:01.438011Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T06:52:40.030053Z

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 b17156ac-f1ab-46ff-9793-5ccec00a0e69 · inbound

Direction for Detection: A Survey of Automated Vulnerability Detection and all of its Pain Points cites this paper.

Direction for Detection: A Survey of Automated Vulnerability Detection and all of its Pain Points Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 167

Resolution: verified exact; arxiv_id, observed 2026-05-23T06:52:40.032618Z

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 19d7e3a2-6f20-41d0-bb5b-12f40d234659 · inbound

Eradicating the Unseen: Detecting, Exploiting, and Remediating a Path Traversal Vulnerability across GitHub cites this paper.

Eradicating the Unseen: Detecting, Exploiting, and Remediating a Path Traversal Vulnerability across GitHub Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 128

Resolution: unresolved; no resolver link, observed 2026-08-07T14:01:10.797899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f08987dd-ec03-422c-a921-d0384c7e7237 · inbound

VulBinLLM: LLM-powered Vulnerability Detection for Stripped Binaries cites this paper.

VulBinLLM: LLM-powered Vulnerability Detection for Stripped Binaries Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 117

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:15.060396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf4a35a-4fe0-4c9c-a90c-5b019527d46e · inbound

Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data cites this paper.

Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:41:54.417624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda03d26-802c-4240-87ec-e767126c2471 · inbound

Analyzing the Instability of Large Language Models in Automated Bug Injection and Correction cites this paper.

Analyzing the Instability of Large Language Models in Automated Bug Injection and Correction Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T23:41:28.787878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5e5ad77-002a-493a-b7b5-1513a1b301f6 · inbound

From Theory to Practice: Code Generation Using LLMs for CAPEC and CWE Frameworks cites this paper.

From Theory to Practice: Code Generation Using LLMs for CAPEC and CWE Frameworks Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:53:15.887256Z

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 b3e29307-b6c7-4e35-83c8-cd91fae0a7c2 · inbound

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection cites this paper.

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T05:13:55.793061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cab2073f-47af-4fdb-9e2e-363c97598edc · inbound

Neuro-Symbolic Proof-of-Vulnerability Generation with Open-Weight Models cites this paper.

Neuro-Symbolic Proof-of-Vulnerability Generation with Open-Weight Models Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T00:18:01.438011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.