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Paper Citation Record · LEDGER

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles

As of 19 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2608.00692.

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

pith.paper-citation-record.v1
2608.00692 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:36:36.521420Z

measured 46 of 46 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 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

46 of 46 outbound references displayed

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External citation measurements

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Outbound references

Observation f3dda945-048f-4a37-89ba-1ca99a9dfe2e · outbound

This paper cites Empirical Softw.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Empirical Softw

Reference 1

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Observation 834a2869-b818-48d5-b1be-17742818ba95 · outbound

This paper cites anthropic.com/news/model-context-protocol(2024), accessed: 2026-06-02.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles anthropic.com/news/model-context-protocol(2024), accessed: 2026-06-02

Reference 2

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Observation 10072fc9-5fe3-46e6-bfb8-3fdeebad8405 · outbound

This paper cites In: Proceedings of the 17th International Conference on Predictive Models and Data Analytics in Software Engineering.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 17th International Conference on Predictive Models and Data Analytics in Software Engineering

Reference 3

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Observation 453b03cf-931a-456e-877c-4a364e8d5d7e · outbound

This paper cites IEEE Transactions on Software Engineering49(1), 147–165 (2022).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles IEEE Transactions on Software Engineering49(1), 147–165 (2022)

Reference 4

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Observation 9b859c25-760d-4768-8212-e9aa8735d49d · outbound

This paper cites In: Proceedings of the 17th international confer- ence on mining software repositories.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 17th international confer- ence on mining software repositories

Reference 5

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Observation 88c66a22-edc6-43a0-bc6b-03b6fe140cd2 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 08bc248e-2ff7-4ba0-951d-52d6da781d50 · outbound

This paper cites In: Proceedings of the 30th ACM joint european software engineering conference and symposium on the foundations of software engineering.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 30th ACM joint european software engineering conference and symposium on the foundations of software engineering

Reference 7

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Observation cadb3fa0-389b-4490-8d8d-4560e9f73ff5 · outbound

This paper cites In: Pro- ceedings of the 28th ACM SIGSOFT International Symposium on Software Testing and Analysis.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Pro- ceedings of the 28th ACM SIGSOFT International Symposium on Software Testing and Analysis

Reference 8

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Observation beb147d3-9528-45f0-b236-775aa3f18292 · outbound

This paper cites ACM Transactions on Software Engineering and Methodology (TOSEM)30(2), 1–27 (2021).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles ACM Transactions on Software Engineering and Methodology (TOSEM)30(2), 1–27 (2021)

Reference 9

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This paper cites an unresolved cited work.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Unresolved cited work

Reference 10

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Observation 3706eaff-3c49-4567-97d1-ec69965ff751 · outbound

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Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Unresolved cited work

Reference 11

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Observation 2f074c95-3831-46ce-b52a-f2362ef86cd7 · outbound

This paper cites an unresolved cited work.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Unresolved cited work

Reference 12

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Observation 7d6b284f-4ab6-46f2-9a4c-d4bb62cdaada · outbound

This paper cites Computer Standards & Interfaces92, 103917 (2025).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Computer Standards & Interfaces92, 103917 (2025)

Reference 13

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

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Observation d65f08e6-15c3-45ea-bc88-39ffd18c4296 · outbound

This paper cites Ieee transactions on software engineering38(1), 54–72 (2011).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Ieee transactions on software engineering38(1), 54–72 (2011)

Reference 14

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Observation 543b35a6-595d-4beb-a4f2-bab3ba35d65a · outbound

This paper cites an unresolved cited work.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Unresolved cited work

Reference 15

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Unavailable: canonical work link unavailable.

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Observation f08ce4e1-ec2d-477a-ab61-6b356b666ba1 · outbound

This paper cites In: 34th USENIX Security Symposium (USENIX Security 25).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: 34th USENIX Security Symposium (USENIX Security 25)

Reference 16

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Observation fbc9ee0b-3715-442d-aa86-bc156f996e4d · outbound

This paper cites Measuring the Exploitation of Weaknesses in the Wild.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Measuring the Exploitation of Weaknesses in the Wild

Reference 17

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Observation 4bb65df2-ef54-41ea-be83-9b6d51db7f28 · outbound

This paper cites In: 34th USENIX Security Symposium (USENIX Security 25).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: 34th USENIX Security Symposium (USENIX Security 25)

Reference 18

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This paper cites arXiv preprint arXiv:2506.10204 (2025).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles arXiv preprint arXiv:2506.10204 (2025)

Reference 19

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Observation e74cd075-1c8a-468c-a627-5e3c077bda52 · outbound

This paper cites In: 2023 IEEE Symposium on Security and Privacy (SP).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: 2023 IEEE Symposium on Security and Privacy (SP)

Reference 20

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Observation 1481da9f-23ea-4390-b218-9dc28a65a942 · outbound

This paper cites Journal of machine learning research21(140), 1–67 (2020).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Journal of machine learning research21(140), 1–67 (2020)

Reference 21

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Observation 04ba1345-dbc7-4074-8195-6a52af1f8247 · outbound

This paper cites In: 33rd USENIX Security Symposium (USENIX Security.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: 33rd USENIX Security Symposium (USENIX Security

Reference 22

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

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Observation 41e7f691-0af4-4b96-961e-c563b991008f · outbound

This paper cites Advances in Neural Information Processing Systems36, 68539–68551 (2023).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Advances in Neural Information Processing Systems36, 68539–68551 (2023)

Reference 23

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Observation 3a245fd3-048f-47e0-b037-8c7ccd283062 · outbound

This paper cites ACM Transactions on Software Engineering and Methodology34(4), 1–27 (2025).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles ACM Transactions on Software Engineering and Methodology34(4), 1–27 (2025)

Reference 24

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Observation f23f31f2-9647-4dc0-8129-32f0de38d496 · outbound

This paper cites Advances in Neural Information Processing Systems36, 8634–8652 (2023).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Advances in Neural Information Processing Systems36, 8634–8652 (2023)

Reference 25

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This paper cites stackoverflow.co/2025/(2025), accessed: 2026-06-02.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles stackoverflow.co/2025/(2025), accessed: 2026-06-02

Reference 26

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Observation e4d29dec-ea8e-44a0-a7f3-9e2501fd621b · outbound

This paper cites Source Code Summarization in the Era of Large Language Models.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Source Code Summarization in the Era of Large Language Models

Reference 27

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Observation 392991a2-d729-407c-b172-0c969b9bf649 · outbound

This paper cites Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling

Reference 28

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Observation a5a2d9fb-6ed8-4c0a-a916-312ff9873371 · outbound

This paper cites an unresolved cited work.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Unresolved cited work

Reference 29

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

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Observation c547867b-77a0-4d41-944b-583a1eacb11c · outbound

This paper cites In: Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)

Reference 30

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Source-reported events for the cited work

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Observation 61821484-3ea5-4605-8978-8c3a73778f7f · outbound

This paper cites VulnRepairEval: An Exploit-Based Evaluation Framework for Assessing Large Language Model Vulnerability Repair Capabilities.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles VulnRepairEval: An Exploit-Based Evaluation Framework for Assessing Large Language Model Vulnerability Repair Capabilities

Reference 31

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Unavailable: canonical work link unavailable.

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Observation 1a2a036d-64ce-477e-bf1f-a8b8b6ddd81a · outbound

This paper cites In: DSN (2021).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: DSN (2021)

Reference 32

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Observation 7dcadd1d-859c-404e-bff1-2af7b46de634 · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:36:36.489382Z digest=sha256:ad0d51a551110af67d0c1322bf691edbf664127f3b4855c3def11f16108e6e63

Observation 353a0446-6626-40f0-b906-d12dc465312f · outbound

This paper cites arXiv preprint arXiv:2511.11019 (2025).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles arXiv preprint arXiv:2511.11019 (2025)

Reference 34

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unresolved
no resolver link, observed 2026-08-05T00:36:36.492092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:36:36.492092Z digest=sha256:aa81d4be60044aa44fbc1bcf28e64bc8e791149bdd211c64b1dd556befdf6598

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

This paper cites R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation eca67b9c-b2ae-4cb2-85d0-4295244a110a · outbound

This paper cites In: Proceedings of the 28th ACM joint meeting on european software engineering conference and symposium on the foundations of software engineering.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 28th ACM joint meeting on european software engineering conference and symposium on the foundations of software engineering

Reference 36

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verified fuzzy
raw_fallback, observed 2026-08-05T00:36:37.523608Z

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.

source=pdf_text observed=2026-08-05T00:36:36.497468Z digest=sha256:7a3c16e881d07321c1ff45a76b39bbeb5c8cb6538fab5ef5b4cabf4776e67bf3

Observation 8712770f-12be-41df-82f8-a1ae5921a789 · outbound

This paper cites Sifting the Noise: A Comparative Study of LLM Agents in Vulnerability False Positive Filtering.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Sifting the Noise: A Comparative Study of LLM Agents in Vulnerability False Positive Filtering

Reference 37

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unresolved
no resolver link, observed 2026-08-05T00:36:36.499894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:36:36.499894Z digest=sha256:9811565452d94897983d071d0a60d44674553f84d6ad6a2e13caca82dd01652e

Observation 694d01dd-7cae-4f37-9f72-07b8f4e673a0 · outbound

This paper cites In: Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 38

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verified fuzzy
raw_fallback, observed 2026-08-05T00:36:37.381568Z

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.

source=pdf_text observed=2026-08-05T00:36:36.502347Z digest=sha256:f24a6b5942e9bb4621542c544d0536a13d663493ff51e2aafcce1f42c6957bec

Observation bbb287cc-017d-47d9-a7c2-3c25dd0fbe49 · outbound

This paper cites Advances in Neural Information Processing Systems37, 50528–50652 (2024).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Advances in Neural Information Processing Systems37, 50528–50652 (2024)

Reference 39

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unresolved
no resolver link, observed 2026-08-05T00:36:36.504738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:36:36.504738Z digest=sha256:9ed01e592192504ae48c5a43c489228cdc7f4b2bbdd196df5ca65b2316592c1d

Observation 989dee3c-c786-4928-bc57-7d6c120f8eeb · outbound

This paper cites an unresolved cited work.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Unresolved cited work

Reference 40

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no resolver link, observed 2026-08-05T00:36:36.507134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:36:36.507134Z digest=sha256:b252a874c70de2a035ef35d7b004d4d4ef0eff526c2f4fa70e98f7419b31bb8a

Observation f9a44d7b-99a0-4e9c-9815-dafd10a0331e · outbound

This paper cites arXiv preprint arXiv:2405.01466 (2024).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles arXiv preprint arXiv:2405.01466 (2024)

Reference 41

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unresolved
no resolver link, observed 2026-08-05T00:36:36.509410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:36:36.509410Z digest=sha256:b7b83a4ab385194b363b7f38dac82b28d12bb288aaf71f971d818f57b5314e6f

Observation 8db13e70-252c-4ff5-a234-de2a2438ddda · outbound

This paper cites ACM Transactions on Software Engineering and Methodology34(3), 1–30 (2025) Vul4Py 19.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles ACM Transactions on Software Engineering and Methodology34(3), 1–30 (2025) Vul4Py 19

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-05T00:36:37.229909Z

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.

source=pdf_text observed=2026-08-05T00:36:36.511675Z digest=sha256:0c225c0e29ce2eb4eb863eb0ba00fd80fcf25e367ee58d80abee1d6b2811744e

Observation d717a142-cdef-48e5-ac4d-b133aca1cb46 · outbound

This paper cites In: Proceedings of the 31st ACM SIGSOFT International Symposium on Software Testing and Analysis.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 31st ACM SIGSOFT International Symposium on Software Testing and Analysis

Reference 43

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verified fuzzy
raw_fallback, observed 2026-08-05T00:36:37.103140Z

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.

source=pdf_text observed=2026-08-05T00:36:36.514217Z digest=sha256:6409df383ec744ec201d99da5520b6b5baff62da9eba366f03251fe926d9ab46

Observation dea3906e-2240-4ab2-b7df-f02839910230 · outbound

This paper cites ACM Transactions on Software Engineering and Methodology34(5), 1–31 (2025).

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles ACM Transactions on Software Engineering and Methodology34(5), 1–31 (2025)

Reference 44

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unresolved
no resolver link, observed 2026-08-05T00:36:36.516613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:36:36.516613Z digest=sha256:2843d9d1af5c54f8a0155ec32fbf8440eca266fc21d3a3a3a61dfd52fdbf326f

Observation 95282a90-a37e-4147-adcb-25c1ece6555b · outbound

This paper cites In: Proceedings of the IEEE/ACM 46th international conference on software engineering.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the IEEE/ACM 46th international conference on software engineering

Reference 45

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verified fuzzy
raw_fallback, observed 2026-08-05T00:36:37.015600Z

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.

source=pdf_text observed=2026-08-05T00:36:36.519220Z digest=sha256:b2be0801e468dce82afa585c021190f5d962231e83578db53e679f21887ce3c8

Observation d54949d4-d186-41c0-9701-5ff3511ab01f · outbound

This paper cites In: Proceedings of the 2024 ACM/IEEE 44th International Conference on Software Engineering: New Ideas and Emerging Results.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles In: Proceedings of the 2024 ACM/IEEE 44th International Conference on Software Engineering: New Ideas and Emerging Results

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-05T00:36:36.994142Z

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.

source=pdf_text observed=2026-08-05T00:36:36.521420Z digest=sha256:3ef6b88cfff5f02a5a8bab7d89f9e73c0a7dd2b7c3a4be0aae42531fd6bfd068

Pith citing papers

No inbound Pith citation observations are available.