Paper Citation Record · LEDGER

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code

As of 20 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2507.17888.

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

pith.paper-citation-record.v1
2507.17888 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:43:33.790975Z

measured 24 of 24 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 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

24 of 24 outbound references displayed

verified exact0
verified fuzzy21
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d88cb4dc-2f22-4fd6-9b12-363e6074971f · outbound

This paper cites National vulnerability database.https://nvd.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code National vulnerability database.https://nvd

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:38.465282Z

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 57752ce4-4e41-45f7-bbd8-576d511a2139 · outbound

This paper cites Deep learning based vulnerability detection: Are we there yet?IEEE Transactions on Software Engineering,48(9):3280– 3296, 2021.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Deep learning based vulnerability detection: Are we there yet?IEEE Transactions on Software Engineering,48(9):3280– 3296, 2021

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:38.271905Z

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 8b62a5ed-1853-4755-a855-268a3498315d · outbound

This paper cites Sysevr: A framework for using deep learning to detect soft- ware vulnerabilities.IEEE Transactions on De- pendable and Secure Computing,19(4):2244–2258, 2021.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Sysevr: A framework for using deep learning to detect soft- ware vulnerabilities.IEEE Transactions on De- pendable and Secure Computing,19(4):2244–2258, 2021

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:38.051356Z

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 564625e0-e7e8-4a4f-989b-f9d5eadc7147 · outbound

This paper cites Slicelocator: Locating vulnerable statements with graph-based detectors.arXiv e-prints, pages arXiv–2401, 2024.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Slicelocator: Locating vulnerable statements with graph-based detectors.arXiv e-prints, pages arXiv–2401, 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:37.829762Z

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 e0a47609-e273-41fe-897e-41d2c43cc721 · outbound

This paper cites Open source vulnerabilities database.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Open source vulnerabilities database

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:37.616822Z

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 e7dc49c0-15ff-4869-8bd3-ddba3ec9df5f · outbound

This paper cites Modeling and discovering vul- nerabilities with code property graphs.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Modeling and discovering vul- nerabilities with code property graphs

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:37.409481Z

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 ecc4503f-cc27-494e-989d-f549c4be2401 · outbound

This paper cites an unresolved cited work.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:43:37.188842Z

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 0c0a97e1-55f7-4af0-8a93-02ffc6b557ec · outbound

This paper cites Codeql: Security analysis platform.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Codeql: Security analysis platform

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:36.978745Z

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 5fd52444-a6ca-46a3-86a7-c18f447492fe · outbound

This paper cites Finding ISeCure 8 bugs is easy.Acm sigplan notices, 39(12):92–106, 2004.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Finding ISeCure 8 bugs is easy.Acm sigplan notices, 39(12):92–106, 2004

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:36.734338Z

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 3ce1df53-86b8-40db-b4db-68e44016206f · outbound

This paper cites Valgrind: a framework for heavyweight dynamic binary instrumentation.ACM Sigplan notices, 42(6): 89–100, 2007.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Valgrind: a framework for heavyweight dynamic binary instrumentation.ACM Sigplan notices, 42(6): 89–100, 2007

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:36.504732Z

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 3074b7d4-31e8-4f5e-8bfb-f58898e3378e · outbound

This paper cites Addresssanitizer: A fast mem- ory error detector.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Addresssanitizer: A fast mem- ory error detector

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:36.275288Z

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 ba379070-b75d-43fe-a55e-c3e90bbd2776 · outbound

This paper cites Graph neural network for traffic forecasting: A survey.Expert systems with applications, 207:117921, 2022.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Graph neural network for traffic forecasting: A survey.Expert systems with applications, 207:117921, 2022

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:36.074004Z

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 dd6517e3-57bc-41e3-97c0-16f3b4c5e808 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Semi-Supervised Classification with Graph Convolutional Networks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T14:43:32.895498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4566b1a-eea6-4657-8dc4-84ddddfb3233 · outbound

This paper cites Devign: Effective vulner- ability identification by learning comprehensive program semantics via graph neural networks.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Devign: Effective vulner- ability identification by learning comprehensive program semantics via graph neural networks

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:35.914970Z

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 14476bca-2c2c-45e2-b491-aef8843128f6 · outbound

This paper cites Deepwukong: Statically detecting software vulnerabilities using deep graph neural network.ACM Transactions on Software Engi- neering and Methodology (TOSEM), 30(3):1–33, 2021.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Deepwukong: Statically detecting software vulnerabilities using deep graph neural network.ACM Transactions on Software Engi- neering and Methodology (TOSEM), 30(3):1–33, 2021

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:35.714769Z

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 504db241-8b74-4f41-84b4-80bf25018d36 · outbound

This paper cites Vul- nerability detection with fine-grained interpre- tations.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Vul- nerability detection with fine-grained interpre- tations

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:35.520531Z

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 97d4e004-e41e-4c19-b4e3-8250fe57067d · outbound

This paper cites Xai—explainableartificialintelligence.Sci- ence robotics, 4(37):eaay7120, 2019.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Xai—explainableartificialintelligence.Sci- ence robotics, 4(37):eaay7120, 2019

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:35.275781Z

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 0f26ffbc-af56-425a-9482-72ab235fe361 · outbound

This paper cites Cf-gnnexplainer: Counterfactual explanations for graph neural networks.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Cf-gnnexplainer: Counterfactual explanations for graph neural networks

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:35.064304Z

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 e673ee80-83dc-4cca-9fc3-89cdbd1fa2cf · outbound

This paper cites Software assurance reference dataset (sard).

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Software assurance reference dataset (sard)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:34.863766Z

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 26c0911c-12ce-4211-ad84-98478c4021d9 · outbound

This paper cites Vulpathfinder source codes and datasets.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Vulpathfinder source codes and datasets

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:34.663005Z

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 03e1372f-1d33-4911-97a4-52d57261d807 · outbound

This paper cites Joern: A robust code analysis platform.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Joern: A robust code analysis platform

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:34.441390Z

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 761829ec-e2e4-4b42-a9c6-1d1fc4f10b2b · outbound

This paper cites Svf: Static value-flow analysis frame- work.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Svf: Static value-flow analysis frame- work

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:34.244483Z

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 66d1df12-7a5e-46dd-8eef-a07b097c53e7 · outbound

This paper cites Nima Atashinreceived his bache- lor’s degree in Computer Engineering from Isfahan University of Technol- ogy in 2022.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code Nima Atashinreceived his bache- lor’s degree in Computer Engineering from Isfahan University of Technol- ogy in 2022

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:43:34.027241Z

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 fa7d67d7-4556-4362-849e-0cbb05838934 · outbound

This paper cites A Survey on Automated Software Vulnerability Detection Using Machine Learning and Deep Learning.

Learning to Locate: GNN-Powered Vulnerability Path Discovery in Open Source Code A Survey on Automated Software Vulnerability Detection Using Machine Learning and Deep Learning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T14:43:32.008358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.