Paper Citation Record · LEDGER

Instruction Tuning for Secure Code Generation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2402.09497.

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

pith.paper-citation-record.v1
2402.09497 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T04:39:06.805332Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T21:10:09.275383Z

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 037ea091-0649-4a7c-ba1f-5021986dde67 · inbound

GoodVibe: Security-by-Vibe for LLM-Based Code Generation cites this paper.

GoodVibe: Security-by-Vibe for LLM-Based Code Generation Instruction Tuning for Secure Code Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T01:03:26.558953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46dc3ae4-66c7-444a-bc1f-1bfc93450ebb · inbound

Structural Anchors and Reasoning Fragility:Understanding CoT Robustness in LLM4Code cites this paper.

Structural Anchors and Reasoning Fragility:Understanding CoT Robustness in LLM4Code Instruction Tuning for Secure Code Generation

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:46:06.006813Z

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 2d9c9c32-2f97-44a5-923e-4352bfcea1b9 · inbound

A Validated Prompt Bank for Malicious Code Generation: Separating Executable Weapons from Security Knowledge in 1,554 Consensus-Labeled Prompts cites this paper.

A Validated Prompt Bank for Malicious Code Generation: Separating Executable Weapons from Security Knowledge in 1,554 Consensus-Labeled Prompts Instruction Tuning for Secure Code Generation

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:40:43.780358Z

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 b4b7b6e7-f5ac-4519-8d51-defb627e8f34 · 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 Instruction Tuning for Secure Code Generation

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:26:24.595282Z

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 3647512e-afba-4501-b1b5-eba3fa97a2ce · inbound

Acoda: Adversarial Code Obfuscation for Defending against LLM-based Analysis cites this paper.

Acoda: Adversarial Code Obfuscation for Defending against LLM-based Analysis Instruction Tuning for Secure Code Generation

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-03T11:38:05.393868Z

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 7220f454-d0b0-4edb-96b5-bf78d0c0e089 · inbound

Helpful or Harmful? Evaluating LLM-Assisted Vulnerability Patching via a Human Study cites this paper.

Helpful or Harmful? Evaluating LLM-Assisted Vulnerability Patching via a Human Study Instruction Tuning for Secure Code Generation

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-04T21:10:09.276985Z

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 25e78dda-d62c-4eb9-b827-4ec721048638 · inbound

Breaking the Rounding Trap: Securing LLMs against Quantization-Conditioned Backdoors cites this paper.

Breaking the Rounding Trap: Securing LLMs against Quantization-Conditioned Backdoors Instruction Tuning for Secure Code Generation

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:04:28.752504Z

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 3556abdc-e3a8-4680-a851-2eb222aff125 · inbound

Breaking the Rounding Trap: Securing LLMs against Quantization-Conditioned Backdoors cites this paper.

Breaking the Rounding Trap: Securing LLMs against Quantization-Conditioned Backdoors Instruction Tuning for Secure Code Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T04:39:06.805332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.