Paper Citation Record · LEDGER

Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2406.05892.

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

pith.paper-citation-record.v1
2406.05892 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

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 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:36:42.968855Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 57fc48e7-ff51-4d07-a978-add433d28ae1 · inbound

Evaluating Language Models For Threat Detection in IoT Security Logs cites this paper.

Evaluating Language Models For Threat Detection in IoT Security Logs Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:42.968855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fc96714-5539-4e7b-9d25-98e71719b7c3 · inbound

Improving LLM Reasoning for Vulnerability Detection via Group Relative Policy Optimization cites this paper.

Improving LLM Reasoning for Vulnerability Detection via Group Relative Policy Optimization Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:47.441853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff358b16-aa5b-458b-b2d1-7935a38c2f4b · inbound

A Mixture of Linear Corrections Generates Secure Code cites this paper.

A Mixture of Linear Corrections Generates Secure Code Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:59:00.738847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5996101-9886-48be-9ba0-d4114f7abe23 · 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 Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T15:12:30.720089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 560ecfad-1665-4418-b31f-dbac8cd34810 · inbound

VULPO: Context-Aware Vulnerability Detection via On-Policy LLM Optimization cites this paper.

VULPO: Context-Aware Vulnerability Detection via On-Policy LLM Optimization Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T22:12:31.433979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32b07778-fcd2-46f1-a3ca-15981167f969 · inbound

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

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:21:04.226923Z

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 e5876633-3fca-404b-b80a-a5424a113388 · inbound

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

VulWeaver: Weaving Broken Semantics for Grounded Vulnerability Detection Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T16:30:09.068126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8de30346-d479-4311-a6e4-1d42f8477b51 · inbound

Geometric quantification for nonlinear deformation in knitted fabrics cites this paper.

Geometric quantification for nonlinear deformation in knitted fabrics Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-07-15T11:27:58.396234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79e32ec3-8564-41dd-b6c6-14d74f180f90 · inbound

SAGE: Signal-Amplified Guided Embeddings for LLM-based Vulnerability Detection cites this paper.

SAGE: Signal-Amplified Guided Embeddings for LLM-based Vulnerability Detection Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-10T03:19:14.662757Z

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 a99d335b-9dc5-45ed-a6b7-569151ab358a · inbound

PLMGH: What Matters in PLM-GNN Hybrids for Code Classification and Vulnerability Detection cites this paper.

PLMGH: What Matters in PLM-GNN Hybrids for Code Classification and Vulnerability Detection Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:56:11.932543Z

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 b6120556-a2a2-424a-a006-5d5faae678b7 · inbound

DCVD: Dual-Channel Cross-Modal Fusion for Joint Vulnerability Detection and Localization cites this paper.

DCVD: Dual-Channel Cross-Modal Fusion for Joint Vulnerability Detection and Localization Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:57:05.503519Z

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 e9143f13-11f8-43b6-aa17-e1250e1b93a7 · 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 Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T05:13:54.861451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.