Paper Citation Record · LEDGER

R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2504.04699.

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

pith.paper-citation-record.v1
2504.04699 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:36:36.494639Z

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 f7da23a6-2293-43ec-b1f3-e99bd9abbea6 · inbound

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

VULPO: Context-Aware Vulnerability Detection via On-Policy LLM Optimization R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T22:12:31.440956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df7e5c35-b847-4799-af09-cc6739fa65f6 · inbound

Themis: Training Robust Multilingual Code Reward Models for Flexible Multi-Criteria Scoring cites this paper.

Themis: Training Robust Multilingual Code Reward Models for Flexible Multi-Criteria Scoring R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-09T19:35:39.070838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b0a2380d-11d6-495a-be13-a50cc709a731 · inbound

Themis: Training Robust Multilingual Code Reward Models for Flexible Multi-Criteria Scoring cites this paper.

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T02:15:52.423819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fa381c61-1969-4e42-8e15-022782b6301f · inbound

Neuro-Symbolic Reasoning for Vulnerability Detection cites this paper.

Neuro-Symbolic Reasoning for Vulnerability Detection R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-11T22:42:57.965190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35c0fbfc-10d9-4f60-9697-7e10eb7f5de1 · inbound

Neuro-Symbolic Reasoning for Vulnerability Detection cites this paper.

Neuro-Symbolic Reasoning for Vulnerability Detection R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-11T22:42:57.965190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8c553b2-266c-4e48-a259-0a7c2e442943 · 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 R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T05:13:54.291615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff963ab4-e41b-492e-9ff5-f488dc0ce1d2 · inbound

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles cites this paper.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:36.494639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.