Paper Citation Record · LEDGER

ProSec: Fortifying Code LLMs with Proactive Security Alignment

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2411.12882.

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

pith.paper-citation-record.v1
2411.12882 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:10:30.669767Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:40:02.836905Z

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 7f7c0faa-914a-4294-bcd6-94d89788d455 · inbound

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences cites this paper.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:30.669767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77aea52d-f7a4-4ffa-bab0-4e7d8c5f5c27 · inbound

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

A Mixture of Linear Corrections Generates Secure Code ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T17:59:03.421167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4611e2b2-ebda-41bb-812e-00daee5a27fd · inbound

Towards terahertz nanomechanics cites this paper.

Towards terahertz nanomechanics ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T01:03:52.684714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 346efe3b-459c-4312-9854-c9731512dcea · inbound

ASTRA: Autonomous Spatial-Temporal Red-teaming for AI Software Assistants cites this paper.

ASTRA: Autonomous Spatial-Temporal Red-teaming for AI Software Assistants ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T01:04:36.818718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee370d12-86b4-466a-a9b3-19ff3c820a9f · inbound

Position: Intelligent Coding Systems Should Write Programs with Justifications cites this paper.

Position: Intelligent Coding Systems Should Write Programs with Justifications ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-05T23:02:03.469932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e393c20-8014-4aa9-8a42-885b58ea213a · inbound

On Fixing Insecure AI-Generated Code through Model Fine-Tuning and Prompting Strategies cites this paper.

On Fixing Insecure AI-Generated Code through Model Fine-Tuning and Prompting Strategies ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:26:09.940641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ebcbd09a-39bd-4695-a746-3a499a4b92dd · inbound

SecureForge: Finding and Preventing Vulnerabilities in LLM-Generated Code via Prompt Optimization cites this paper.

SecureForge: Finding and Preventing Vulnerabilities in LLM-Generated Code via Prompt Optimization ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:26:24.591862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4487f60-1aa5-49f5-a07f-d371b8b8d5bd · inbound

Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025) cites this paper.

Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025) ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:39:48.559044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 059d0372-d97c-4a20-bf86-cb67772c4b88 · inbound

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs cites this paper.

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:46:33.116524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5b2de252-2774-4a64-83ca-6ee4d407038c · inbound

SoK: AI Secure Code Generation: Progress, Pitfalls, and Paths Forward cites this paper.

SoK: AI Secure Code Generation: Progress, Pitfalls, and Paths Forward ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-04T18:40:02.838570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.