Paper Citation Record · LEDGER

Large Language Models for Code: Security Hardening and Adversarial Testing

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2302.05319.

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

pith.paper-citation-record.v1
2302.05319 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:35:03.872204Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T13:05:02.845311Z

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 44a150d6-cb8d-4116-8eb8-0f3847b17be4 · inbound

Closing the Gap: A User Study on the Real-world Usefulness of AI-powered Vulnerability Detection & Repair in the IDE cites this paper.

Closing the Gap: A User Study on the Real-world Usefulness of AI-powered Vulnerability Detection & Repair in the IDE Large Language Models for Code: Security Hardening and Adversarial Testing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:23:49.289557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cf5e793-6f9e-4bca-9789-c9fda69745ef · inbound

Emerging Security Challenges of Large Language Models cites this paper.

Emerging Security Challenges of Large Language Models Large Language Models for Code: Security Hardening and Adversarial Testing

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T05:23:44.194097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7655e32-eedf-490d-90d1-9155d4608bb0 · inbound

Training Language Models to Generate Quality Code with Program Analysis Feedback cites this paper.

Training Language Models to Generate Quality Code with Program Analysis Feedback Large Language Models for Code: Security Hardening and Adversarial Testing

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:05:02.921764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 483b6707-16ac-4c1d-9250-4e712591838a · inbound

Activation Probes Surface Code-Security Signals that the Model's Output Misses cites this paper.

Activation Probes Surface Code-Security Signals that the Model's Output Misses Large Language Models for Code: Security Hardening and Adversarial Testing

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:35:03.872204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.