Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 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 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:39:33.581251Z

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 d36b637b-25cd-40f7-a11c-f28f7f5f6516 · inbound

A Real-World Benchmark for Evaluating Fine-Grained Issue Solving Capabilities of Large Language Models cites this paper.

A Real-World Benchmark for Evaluating Fine-Grained Issue Solving Capabilities of Large Language Models Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T11:39:33.581251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a52a07c-591e-49f6-a931-4ed8ec2f655e · inbound

Can LLM Prompting Serve as a Proxy for Static Analysis in Vulnerability Detection cites this paper.

Can LLM Prompting Serve as a Proxy for Static Analysis in Vulnerability Detection Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T14:24:49.777691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed320463-3186-4345-9907-1108bbc15fa6 · inbound

Investigating Large Language Models for Code Vulnerability Detection: An Experimental Study cites this paper.

Investigating Large Language Models for Code Vulnerability Detection: An Experimental Study Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T04:55:44.865011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a48a0b85-1960-41fa-8493-61a1e1d674c8 · inbound

SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution cites this paper.

SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:25:58.907549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd0561e3-2dbf-490c-b15f-200417ae60d0 · inbound

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights cites this paper.

LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T13:58:13.735828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.