Paper Citation Record · LEDGER

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws

As of 17 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2504.16310.

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

pith.paper-citation-record.v1
2504.16310 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:10:19.417771Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact0
verified fuzzy8
unresolved13
parse uncertain0
malformed identifier3
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e81cdf66-fc56-4c78-ac4c-bfaa72eb8977 · outbound

This paper cites Mi ning code review data to understand waiting times between accept ance and merging: an empirical analysis,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Mi ning code review data to understand waiting times between accept ance and merging: an empirical analysis,

Reference 1

Resolution: malformed identifier; no resolver link, observed 2026-08-16T11:10:19.306650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 860a4f91-48a3-457d-b3ff-ff61b30678d3 · outbound

This paper cites Impact of peer code review on pee r impression formation: A survey,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Impact of peer code review on pee r impression formation: A survey,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.303903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 224b8715-f0e5-4fec-9a72-7e6cfd332fbc · outbound

This paper cites LLaMA- Reviewer: Advancing Code Review Automation with Large Language Models through Parameter-Efﬁcient Fine-Tuning ,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws LLaMA- Reviewer: Advancing Code Review Automation with Large Language Models through Parameter-Efﬁcient Fine-Tuning ,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.324270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef9c621f-4039-48da-8593-1ec4f860b76c · outbound

This paper cites D-act: Towards diff-aware code transformation for code re view under a time-wise evaluation,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws D-act: Towards diff-aware code transformation for code re view under a time-wise evaluation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.290803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6905c5c2-f67b-40b3-acbd-eca6023235b0 · outbound

This paper cites Code review automation: Strengths and weaknesses of the st ate of the art,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Code review automation: Strengths and weaknesses of the st ate of the art,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.333672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 989a4add-77b8-4a25-b469-f213d237da8c · outbound

This paper cites Codee ditor: Learning to edit source code with pre-trained models,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Codee ditor: Learning to edit source code with pre-trained models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.339410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 290231a8-b285-404d-85fd-807a3f36ee41 · outbound

This paper cites Security Defect Detection via Code Review: A Study of the OpenStack and Qt Communities ,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Security Defect Detection via Code Review: A Study of the OpenStack and Qt Communities ,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.344482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1892daa-ddde-40f9-988c-6ea1d22ea2fd · outbound

This paper cites Software security during mode rn code review: the developer’s perspective,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Software security during mode rn code review: the developer’s perspective,

Reference 9

Resolution: malformed identifier; no resolver link, observed 2026-08-16T11:10:19.349151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58536cc-29d1-4d63-9abc-6baba75c8e9b · outbound

This paper cites Automa ting code review activities by large-scale pre-training,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Automa ting code review activities by large-scale pre-training,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.353675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ead7ae73-c588-4516-b52c-11ce50618a59 · outbound

This paper cites Using pre-trained models to boost code revie w automation,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Using pre-trained models to boost code revie w automation,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.358363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70c54712-4d92-44db-9352-36caabd956f1 · outbound

This paper cites Improving automated code reviews: Learning from experien ce,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Improving automated code reviews: Learning from experien ce,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.362757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e1377ff-7cbd-45a0-ab31-08fa0c5309ea · outbound

This paper cites Towards automating code review activities,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Towards automating code review activities,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.368200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 635a6bd5-24ff-47a6-8974-6df30e46217a · outbound

This paper cites Exploring the potential of chatgpt in automated code reﬁne ment: An empirical study,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Exploring the potential of chatgpt in automated code reﬁne ment: An empirical study,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.372229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dcc0375-261d-44a2-bc9f-5542f0254046 · outbound

This paper cites Curated email-based code reviews datasets,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Curated email-based code reviews datasets,

Reference 15

Resolution: malformed identifier; no resolver link, observed 2026-08-16T11:10:19.376059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 002c633e-e099-48bf-8e39-e1ee29d0c66e · outbound

This paper cites Synthetic Dialogue Dataset Generation using LLM Agents.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Synthetic Dialogue Dataset Generation using LLM Agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.380284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4cf3795-9429-4d94-a171-5e5482a57de5 · outbound

This paper cites Llm based generation of item-description for recommendation system,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Llm based generation of item-description for recommendation system,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.384310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5382a45a-a23f-4bef-a783-22820c764b47 · outbound

This paper cites Unnatu ral instructions: Tuning language models with (almost) no huma n labor,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Unnatu ral instructions: Tuning language models with (almost) no huma n labor,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.278994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0ff7a3f5-da61-4a59-8b5d-643146f02965 · outbound

This paper cites ZeroGen: Efficient Zero-shot Learning via Dataset Generation.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws ZeroGen: Efficient Zero-shot Learning via Dataset Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.391259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 151b5831-fb26-4f17-ae14-688ec1c690be · outbound

This paper cites Large language model as attributed training data generator: a tale of diversity and bias,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Large language model as attributed training data generator: a tale of diversity and bias,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.266155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d6c32e0a-b172-4105-8243-7b87fa0d408e · outbound

This paper cites Why security defects g o unnoticed during code reviews? a case-control study of the chromium os project,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Why security defects g o unnoticed during code reviews? a case-control study of the chromium os project,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.253365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3ca48cb9-4d1d-4d5e-a274-6ef839521064 · outbound

This paper cites Characteristics of the vulnerable code chang es identiﬁed through peer code review,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Characteristics of the vulnerable code chang es identiﬁed through peer code review,

Reference 22

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T11:10:19.549628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ac048c3a-1e6f-42c4-835c-ac1ca8d66103 · outbound

This paper cites Empirical analysis of security-related cod e reviews in npm packages,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Empirical analysis of security-related cod e reviews in npm packages,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.240299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fc0c4e15-692c-4ae2-a92a-52891361d276 · outbound

This paper cites Language models are few-shot learners,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Language models are few-shot learners,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.228027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d136cf70-a614-496c-93cc-836cf58b5b27 · outbound

This paper cites Chain-of-thought prompting elicits r easoning in large language models,.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Chain-of-thought prompting elicits r easoning in large language models,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:10:20.216355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9afa88c1-18ec-429d-b387-571d4ac6f870 · outbound

This paper cites Self-Reflection in LLM Agents: Effects on Problem-Solving Performance.

Improving Automated Secure Code Reviews: A Synthetic Dataset for Code Vulnerability Flaws Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T11:10:19.417771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.