Paper Citation Record · LEDGER

Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2406.03718.

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

pith.paper-citation-record.v1
2406.03718 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:12:30.576571Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T05:16:39.196469Z

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 bcab2999-c725-4d70-839f-4001068fd4a2 · inbound

LLMxCPG: Context-Aware Vulnerability Detection Through Code Property Graph-Guided Large Language Models cites this paper.

LLMxCPG: Context-Aware Vulnerability Detection Through Code Property Graph-Guided Large Language Models Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:12:30.576571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb722be0-751b-498c-834a-771853d93989 · inbound

Uncovering Vulnerabilities of LLM-Assisted Cyber Threat Intelligence cites this paper.

Uncovering Vulnerabilities of LLM-Assisted Cyber Threat Intelligence Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-04T14:42:48.663847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 161f17a3-d0fa-44b5-91cc-f31cf1e826ec · inbound

Do Fine-Tuned LLMs Understand Vulnerabilities? An Investigation into the Semantic Trap cites this paper.

Do Fine-Tuned LLMs Understand Vulnerabilities? An Investigation into the Semantic Trap Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-22T11:41:30.245521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fe3342f1-9ce7-41aa-b991-79680ed7d90b · inbound

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection cites this paper.

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:21:04.299393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2526f350-decd-4841-b5ad-368a70393489 · inbound

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection cites this paper.

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T16:30:04.148690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2592e7d-de8c-4beb-9a7a-ff7eb3f3f33b · inbound

Security of LLM-generated Code: A Comparative Analysis cites this paper.

Security of LLM-generated Code: A Comparative Analysis Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:16:39.199126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.