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Paper Citation Record · LEDGER

SoK: Towards Effective Automated Vulnerability Repair

As of 20 August 2026, this Paper Citation Record lists 100 of 224 outbound references and 2 inbound Pith citation observations for arXiv:2501.18820.

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

pith.paper-citation-record.v1
2501.18820 v1

Coverage vector

measured 100 of 224 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T22:24:49.351540Z

measured 102 of 102 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:07:25.923035Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T23:07:51.148361Z

Reference resolution

100 of 224 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved99
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 74c44ea1-ce22-4b95-af80-1e54b46eb650 · outbound

This paper cites Zero-day vulnera- bilities: 17 consequences and complications.

SoK: Towards Effective Automated Vulnerability Repair Zero-day vulnera- bilities: 17 consequences and complications

Reference 1

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source=pdf_text observed=2026-08-09T22:24:48.814812Z digest=sha256:4f4441c6a410f471f04d14d4cbbc3fbd5ee119da03d53ea87c0c7e7ed36b6f6e

Observation ee6afa09-57e2-4624-9ef0-df1fa98ee41f · outbound

This paper cites Evaluating complexity, code churn, and developer activitymetricsasindicatorsofsoftwarevulnerabilities.

SoK: Towards Effective Automated Vulnerability Repair Evaluating complexity, code churn, and developer activitymetricsasindicatorsofsoftwarevulnerabilities

Reference 2

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source=pdf_text observed=2026-08-09T22:24:48.822465Z digest=sha256:51ba4920d1ef339d487c0252bf4a74d14d9e8d2bb520a8f94cc0eab42db7c37e

Observation c5bf43d9-b691-42f1-9c68-3391720e1009 · outbound

This paper cites A large-scale empirical study of security patches.

SoK: Towards Effective Automated Vulnerability Repair A large-scale empirical study of security patches

Reference 3

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source=pdf_text observed=2026-08-09T22:24:48.828913Z digest=sha256:04a045dab0c2f1b51134979fcaf7151072ff770161fe8dcbc7f2ea3c2ce6d7b8

Observation a107bca6-8901-4104-9581-56b99b85bd0b · outbound

This paper cites A novel approach for software vulnerability classifi- cation.

SoK: Towards Effective Automated Vulnerability Repair A novel approach for software vulnerability classifi- cation

Reference 4

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source=pdf_text observed=2026-08-09T22:24:48.834391Z digest=sha256:c0877c24aafdc1364044665a21a6ca507bc51d430b57bd98b9ee133a62fcc99e

Observation 64446ce6-5dc2-48c0-84e5-4a0542aa1436 · outbound

This paper cites Vulnerability remediation timelines: 7 best practices.

SoK: Towards Effective Automated Vulnerability Repair Vulnerability remediation timelines: 7 best practices

Reference 5

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source=pdf_text observed=2026-08-09T22:24:48.840426Z digest=sha256:933c5c9b9578d46c3e274ee6e92630523a714ee4529ce594c83720d381a062a9

Observation c60e1e6f-8321-4290-afa2-b3787f7efa20 · outbound

This paper cites Autopag:towardsautomatedsoftwarepatchgeneration with source code root cause identification and repair.

SoK: Towards Effective Automated Vulnerability Repair Autopag:towardsautomatedsoftwarepatchgeneration with source code root cause identification and repair

Reference 6

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source=pdf_text observed=2026-08-09T22:24:48.845525Z digest=sha256:12a5597969da5b788096f7a8abafd5e7879d30aeface9924ee3dbd357eea680b

Observation 4b31e0f9-d6ea-44e5-962a-8278de04843e · outbound

This paper cites Exter- minator: automatically correcting memory errors with high probability.

SoK: Towards Effective Automated Vulnerability Repair Exter- minator: automatically correcting memory errors with high probability

Reference 7

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source=pdf_text observed=2026-08-09T22:24:48.851698Z digest=sha256:d05202172f8c1cf1e610f85dbd6ca797f4e9f115ede96629e7d7649028fee1ac

Observation 0dcf2ac0-673b-44e7-9427-1d2901ff5e09 · outbound

This paper cites Program transformations to fix c integers.

SoK: Towards Effective Automated Vulnerability Repair Program transformations to fix c integers

Reference 8

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source=pdf_text observed=2026-08-09T22:24:48.857142Z digest=sha256:9ac9fa8ac7514df1b7081ac3986bb0c62f21636879b93164a8f2c5dfdfe99f3d

Observation e25ada95-e7ec-4d13-b67a-b10e4167df8a · outbound

This paper cites an unresolved cited work.

SoK: Towards Effective Automated Vulnerability Repair Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-09T22:24:48.862026Z digest=sha256:3c4db061bf9b4c93a56332bbbd525c7561f212f2d3e4340dd7b1356f066eb4f8

Observation 9a0a9fad-5682-46c4-a71e-10017a735c0b · outbound

This paper cites Program vulnerability repair via inductive inference.

SoK: Towards Effective Automated Vulnerability Repair Program vulnerability repair via inductive inference

Reference 10

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source=pdf_text observed=2026-08-09T22:24:48.866850Z digest=sha256:42dbc15b0ff53a429fdd4f937b20e6d124c8e05d59fa63548e8c63b7583b6ece

Observation f9069530-53fa-4823-84a0-4614ff8e4010 · outbound

This paper cites Generative adversarial networks.Communi- cations of the ACM, 2020.

SoK: Towards Effective Automated Vulnerability Repair Generative adversarial networks.Communi- cations of the ACM, 2020

Reference 11

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source=pdf_text observed=2026-08-09T22:24:48.871716Z digest=sha256:e0c7aeb44a1a8b7b41bf2d993720abdde55e95c46d4086db93bc77e35ea87a4e

Observation 71191d92-c709-4725-b555-b7ff7046546b · outbound

This paper cites Seqtrans:automaticvulnerabilityfixviasequencetosequence learning.

SoK: Towards Effective Automated Vulnerability Repair Seqtrans:automaticvulnerabilityfixviasequencetosequence learning

Reference 12

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source=pdf_text observed=2026-08-09T22:24:48.879065Z digest=sha256:7a31c8cafba7dd10ca79299b5a9f29433c56f5c48363e819d35f00febd503b28

Observation 877260ef-8a9b-4699-b9b2-b03539ce905f · outbound

This paper cites Neu- ral transfer learning for repairing security vulnerabilities in c code.

SoK: Towards Effective Automated Vulnerability Repair Neu- ral transfer learning for repairing security vulnerabilities in c code

Reference 13

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source=pdf_text observed=2026-08-09T22:24:48.884734Z digest=sha256:086319fe147eb76c2a08cc72fe892d3b375f72e57d2450aa7876be8469806a7c

Observation 086e71a9-bb86-4d1f-9886-eafe8c9f6168 · outbound

This paper cites Howeffective areneuralnetworksforfixingsecurityvulnerabilities.

SoK: Towards Effective Automated Vulnerability Repair Howeffective areneuralnetworksforfixingsecurityvulnerabilities

Reference 14

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source=pdf_text observed=2026-08-09T22:24:48.891312Z digest=sha256:174c0a0c5a648083ecca62457477b43671bfd80dc7f81c75b78faa15389cb907

Observation a7670a8f-ca10-483d-8cb4-f8784d4dcf2e · outbound

This paper cites Examining zero-shot vul- nerability repair with large language models.

SoK: Towards Effective Automated Vulnerability Repair Examining zero-shot vul- nerability repair with large language models

Reference 15

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source=pdf_text observed=2026-08-09T22:24:48.897167Z digest=sha256:b427884617ff96cc021c3f0903dc1d454dc2eec2c54c85a020376a731fa59d4d

Observation b280fa5f-58ca-43c8-80ba-e2f5d44fbd30 · outbound

This paper cites Chatgpt for vulnerability detection, classification, and repair: How far are we? InIEEE APSEC, 2023.

SoK: Towards Effective Automated Vulnerability Repair Chatgpt for vulnerability detection, classification, and repair: How far are we? InIEEE APSEC, 2023

Reference 16

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source=pdf_text observed=2026-08-09T22:24:48.902064Z digest=sha256:a3f2524e1732b86f38349f30a7bd0eb8405d6fa52b61a497b6586b9068dd2f86

Observation ea3ce039-e2f5-46fe-a831-039bf93db67f · outbound

This paper cites Automaticsoftwarerepair:Abibliography.

SoK: Towards Effective Automated Vulnerability Repair Automaticsoftwarerepair:Abibliography

Reference 17

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source=pdf_text observed=2026-08-09T22:24:48.907681Z digest=sha256:4955cf9d67a677f09787b6487b56e455674f35879c5a22dd59b1d6f8eeae7c4a

Observation 22eb1854-9eef-422b-b68b-d337e6443ecf · outbound

This paper cites Au- tomatic software repair: A survey.

SoK: Towards Effective Automated Vulnerability Repair Au- tomatic software repair: A survey

Reference 18

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source=pdf_text observed=2026-08-09T22:24:48.912376Z digest=sha256:b048abe34b0391e7dcd42631d944793780efdc8d46b2f300d295e2eeaf1dea41

Observation af7416d2-a015-4ad9-a178-aadfd0fcbbec · outbound

This paper cites PhD thesis, HAL Archives Ouvertes, 2018.

SoK: Towards Effective Automated Vulnerability Repair PhD thesis, HAL Archives Ouvertes, 2018

Reference 19

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source=pdf_text observed=2026-08-09T22:24:48.917109Z digest=sha256:088a0d892119114208b8bc43bd203384a47b190815f40179e9f12b7663c9c05c

Observation fe1afe76-bbb1-4920-a363-54d0a3f2002f · outbound

This paper cites A compara- tive study ofautomatic program repairtechniques forsecurity vulnerabilities.

SoK: Towards Effective Automated Vulnerability Repair A compara- tive study ofautomatic program repairtechniques forsecurity vulnerabilities

Reference 20

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source=pdf_text observed=2026-08-09T22:24:48.921693Z digest=sha256:f759feec2f4bb57e02c76e2de594fb0bdba7cb697dca49503fb1fe5a2528d273

Observation 626458ea-cde5-4ffc-8b53-dbd5a304ada2 · outbound

This paper cites Let’s talk with developers, not about developers: A review of automatic program repair research.IEEE TSE, 2022.

SoK: Towards Effective Automated Vulnerability Repair Let’s talk with developers, not about developers: A review of automatic program repair research.IEEE TSE, 2022

Reference 21

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source=pdf_text observed=2026-08-09T22:24:48.926433Z digest=sha256:f3c691c4e86c7a30338d2e36307740bc9d70a32833d40b76107642bfcc7b41a5

Observation 90210724-47a0-4496-a372-f23a8d54df85 · outbound

This paper cites A Survey on Automated Program Repair Techniques.

SoK: Towards Effective Automated Vulnerability Repair A Survey on Automated Program Repair Techniques

Reference 22

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source=pdf_text observed=2026-08-09T22:24:48.931616Z digest=sha256:6cfde738166f9f0272b16df034d8523b142979abe336a0eb6bc1f6377d48b10b

Observation 20cd3065-9988-40aa-830c-410663788a4c · outbound

This paper cites A survey of learning-based automated program repair.ACM TOSEM, 2023.

SoK: Towards Effective Automated Vulnerability Repair A survey of learning-based automated program repair.ACM TOSEM, 2023

Reference 23

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source=pdf_text observed=2026-08-09T22:24:48.936906Z digest=sha256:e0c8663527bb39861874da3385ec0a214a3d321745c961eb60de229b0ac39df6

Observation 0817431c-acb0-4498-a7e1-580446090f26 · outbound

This paper cites Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead.

SoK: Towards Effective Automated Vulnerability Repair Large Language Model for Vulnerability Detection and Repair: Literature Review and the Road Ahead

Reference 24

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source=pdf_text observed=2026-08-09T22:24:48.941574Z digest=sha256:631d0e8aec92d7298cef51fc3bfd8f05994ed9f0a5613b7d6a081dcb9ee86ada

Observation f0d26658-8772-4cc3-8472-0ddccaf0ed53 · outbound

This paper cites What if is not enough? fixing null pointer dereference with contextual check.

SoK: Towards Effective Automated Vulnerability Repair What if is not enough? fixing null pointer dereference with contextual check

Reference 25

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source=pdf_text observed=2026-08-09T22:24:48.946968Z digest=sha256:44042ea9e70700509af1d952a97677de4cff7e6709649f78a78ae1d122290194

Observation b91357f0-bd1f-4568-94a5-1d05aa1ebdae · outbound

This paper cites Tap- fixer: Automatic detection and repair of home automation vulnerabilities based on negated-property reasoning.

SoK: Towards Effective Automated Vulnerability Repair Tap- fixer: Automatic detection and repair of home automation vulnerabilities based on negated-property reasoning

Reference 26

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source=pdf_text observed=2026-08-09T22:24:48.952283Z digest=sha256:0bda2eabb5d5d16f0594e0cdd6c58e4d069e5b7b94559632867a2f356999c326

Observation 008c66b9-6c47-4245-8865-a25663d22fa0 · outbound

This paper cites Localizing vulnerabilities statistically from one exploit.

SoK: Towards Effective Automated Vulnerability Repair Localizing vulnerabilities statistically from one exploit

Reference 27

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source=pdf_text observed=2026-08-09T22:24:48.957610Z digest=sha256:96b5e61e4f42511a8b3ffec7efd2fafd9a3f8372281f352cd781ad9352a9161d

Observation 4b89890c-1547-4f21-9e12-accf3a69e543 · outbound

This paper cites Vulchecker: Graph-based vulnerability lo- calization in source code.

SoK: Towards Effective Automated Vulnerability Repair Vulchecker: Graph-based vulnerability lo- calization in source code

Reference 28

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source=pdf_text observed=2026-08-09T22:24:48.962336Z digest=sha256:d396d636a903a754dbbed8f8ebe4c0608758ef2703f07c795085ec1a5c32630c

Observation 2e6eaea2-ed71-41a9-aea1-28ebf4fd4519 · outbound

This paper cites Dynamic program slicing.

SoK: Towards Effective Automated Vulnerability Repair Dynamic program slicing

Reference 29

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source=pdf_text observed=2026-08-09T22:24:48.967303Z digest=sha256:418898599c201438cf8c86ac843d288c2cfbfdd2f1f5baa81c1a47c657cddeb4

Observation 4acd8399-e971-48db-b1c7-817aa5672465 · outbound

This paper cites Icspatch: Automated vulnerability lo- calization and non-intrusive hotpatching in industrial control systems using data dependence graphs.

SoK: Towards Effective Automated Vulnerability Repair Icspatch: Automated vulnerability lo- calization and non-intrusive hotpatching in industrial control systems using data dependence graphs

Reference 30

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source=pdf_text observed=2026-08-09T22:24:48.972247Z digest=sha256:1b5407bac00915c9ffe450282cfd04921c8b690d59be29913defacfd6242f416

Observation b2bbacbf-7ecc-4faf-9233-2e488f0a67e6 · outbound

This paper cites Simplifying and isolat- ing failure-inducing input.IEEE TSE, 2002.

SoK: Towards Effective Automated Vulnerability Repair Simplifying and isolat- ing failure-inducing input.IEEE TSE, 2002

Reference 31

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source=pdf_text observed=2026-08-09T22:24:48.977156Z digest=sha256:04c2f1032ffe6242c7dbd3b6d90e23ea16b576a17910209f3b84470645de7787

Observation c85ca9a3-527b-4649-b215-1e6123d3dbae · outbound

This paper cites Racing on the negative force: Efficient vulnerability root-cause analysis through reinforce- ment learning on counterexamples.

SoK: Towards Effective Automated Vulnerability Repair Racing on the negative force: Efficient vulnerability root-cause analysis through reinforce- ment learning on counterexamples

Reference 32

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source=pdf_text observed=2026-08-09T22:24:48.982644Z digest=sha256:4af6d8725eac9af016de0f7ad31aed78ed2b973830a35cd597e9b9d590810648

Observation 1df3249d-28ca-4359-be5e-7213925c65b7 · outbound

This paper cites An empirical study of auto- mated vulnerability localization with large language models.

SoK: Towards Effective Automated Vulnerability Repair An empirical study of auto- mated vulnerability localization with large language models

Reference 33

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source=pdf_text observed=2026-08-09T22:24:48.987461Z digest=sha256:00261e9fa7de4444425879ae04674e7cbb298997db736f71a5ef97c6ac21461a

Observation 58572fa4-261f-466d-aa23-45e2f8031e32 · outbound

This paper cites Graphspd: Graph-based security patch detection with enriched code semantics.

SoK: Towards Effective Automated Vulnerability Repair Graphspd: Graph-based security patch detection with enriched code semantics

Reference 34

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source=pdf_text observed=2026-08-09T22:24:48.993242Z digest=sha256:751c6433303d083b06e2868d1c20666582a8f9a6c871ac77102724a8cd152bb6

Observation 106436d5-a46c-41ae-a22a-aaf84b830e5c · outbound

This paper cites Directed greybox fuzzing.

SoK: Towards Effective Automated Vulnerability Repair Directed greybox fuzzing

Reference 35

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source=pdf_text observed=2026-08-09T22:24:48.998520Z digest=sha256:c211c818822857edc2b1ac8c02904aa6f712fb9c7dd3abf5f671021d64125a44

Observation a0747734-28b3-4017-bf00-935a7f59c3b2 · outbound

This paper cites Evocatio:Conjuringbugcapabilitiesfrom a single poc.

SoK: Towards Effective Automated Vulnerability Repair Evocatio:Conjuringbugcapabilitiesfrom a single poc

Reference 36

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source=pdf_text observed=2026-08-09T22:24:49.003536Z digest=sha256:dcfde058413c3c4e5c484dd5531bb606d0c514aec882a0f8c6b0af62d3f8cffc

Observation ec1f760a-fe12-4786-b80c-a9400e79ffe4 · outbound

This paper cites Fast and precise on-the-fly patch validation for all.

SoK: Towards Effective Automated Vulnerability Repair Fast and precise on-the-fly patch validation for all

Reference 37

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source=pdf_text observed=2026-08-09T22:24:49.008363Z digest=sha256:1032fc4efd5a35403cf5a362c71609c200fc660f004b4ad40c5acb5c8df6c2d1

Observation d110a641-38e0-4050-8ad5-7e6a262a884f · outbound

This paper cites Au- tomatic software repair: A survey.IEEE TSE, 2017.

SoK: Towards Effective Automated Vulnerability Repair Au- tomatic software repair: A survey.IEEE TSE, 2017

Reference 38

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Observation 74796d72-01f8-465a-aae2-1f35816485ad · outbound

This paper cites Leveragingsyntax-relatedcodefor automated program repair.

SoK: Towards Effective Automated Vulnerability Repair Leveragingsyntax-relatedcodefor automated program repair

Reference 39

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source=pdf_text observed=2026-08-09T22:24:49.017957Z digest=sha256:89acd6102a61230c8cc22a386c5bc9c439101639bb1e73b50f7029ce055283a1

Observation 11d9a495-f2fe-4cff-9136-44cad73e0609 · outbound

This paper cites S3: syntax-and semantic-guided repair synthesis via programming by examples.

SoK: Towards Effective Automated Vulnerability Repair S3: syntax-and semantic-guided repair synthesis via programming by examples

Reference 40

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source=pdf_text observed=2026-08-09T22:24:49.022696Z digest=sha256:f4b4f1f873bb63a693107fab645f74b20a47965c089efbf68762831d22436ca0

Observation f7895d33-502e-495a-81af-f149e9123834 · outbound

This paper cites Anti-patterns in search-based program repair.

SoK: Towards Effective Automated Vulnerability Repair Anti-patterns in search-based program repair

Reference 41

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source=pdf_text observed=2026-08-09T22:24:49.027493Z digest=sha256:7d79be65151f195a0940ed7bf5e1975a81b1858c42ec069c771fa52941325108

Observation 2e1f533e-acfc-4595-9763-42047377b8ea · outbound

This paper cites Automatedbehavioral regression testing.

SoK: Towards Effective Automated Vulnerability Repair Automatedbehavioral regression testing

Reference 42

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.032902Z digest=sha256:ade223329352673985e3c10823db42a0615a0b2eeb8ca388a7ad1ebabe593c77

Observation 25e40fd3-1610-4e33-851d-c5c0db64b9e5 · outbound

This paper cites Identifying test-suite-overfitted patches through test case generation.

SoK: Towards Effective Automated Vulnerability Repair Identifying test-suite-overfitted patches through test case generation

Reference 43

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.037751Z digest=sha256:5e4c71943493739d0963404eede24420b60b101dd08dac0cdf36dd1aedad9b2d

Observation b5dda728-cc4a-4e36-9bb3-8dcebdfdc642 · outbound

This paper cites Diffgen: Automated regression unit-test generation.

SoK: Towards Effective Automated Vulnerability Repair Diffgen: Automated regression unit-test generation

Reference 44

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.043533Z digest=sha256:443894ad9bdb97b5c7a4039c8763e335da8358f9f53f51256f220ab5ef8ef139

Observation 900f54b9-a28b-4b36-9954-66dd8335e720 · outbound

This paper cites Automaticpatchgenerationlearnedfromhuman-written patches.

SoK: Towards Effective Automated Vulnerability Repair Automaticpatchgenerationlearnedfromhuman-written patches

Reference 45

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no resolver link, observed 2026-08-09T22:24:49.050336Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.050336Z digest=sha256:7fe9ee47a4122b9875a25069e5a6695fc4d2c054d94fd88da2da7f4a143e3de2

Observation 87d8a04a-dd2e-47ad-86bb-e92960dedf07 · outbound

This paper cites Identifying patch correctness in test-based program repair.

SoK: Towards Effective Automated Vulnerability Repair Identifying patch correctness in test-based program repair

Reference 46

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.056774Z digest=sha256:8a4cc382b7d6d842735a4d5933267c898b025a1d65ce2ba231fe58cc5664d9f7

Observation e3f8fe6e-af84-410b-9c74-b78aaeb360aa · outbound

This paper cites Patchverif: Discovering faulty patches in robotic vehicles.

SoK: Towards Effective Automated Vulnerability Repair Patchverif: Discovering faulty patches in robotic vehicles

Reference 47

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no resolver link, observed 2026-08-09T22:24:49.062125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.062125Z digest=sha256:dd67fb1c20493e5aacce9b5941b558bca45f66d1144021346aec0272541ec5ea

Observation bed9bbc9-4e93-49a0-b378-9a84ff47650e · outbound

This paper cites Verifying security patches.

SoK: Towards Effective Automated Vulnerability Repair Verifying security patches

Reference 48

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.067852Z digest=sha256:9b1e5d0ed222a2ac0c65368be0e2c21e948f2b093388d0e2044da2e04c18c475

Observation 01237116-3978-43ff-9576-9f24cc71c3b5 · outbound

This paper cites Leveraging large language model for automatic patch correctness assessment.IEEE TSE, 2024.

SoK: Towards Effective Automated Vulnerability Repair Leveraging large language model for automatic patch correctness assessment.IEEE TSE, 2024

Reference 49

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.073156Z digest=sha256:9fa1da35e3a6754519c33901d576396728f360074ec0d4ca1471cb040a81cc5b

Observation e8989631-e0fd-42f6-a828-841adf38c8e8 · outbound

This paper cites Cure: Code-aware neural machine translation for automatic program repair.

SoK: Towards Effective Automated Vulnerability Repair Cure: Code-aware neural machine translation for automatic program repair

Reference 50

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.078109Z digest=sha256:cec9b85695ded9b0796cc6489ce29e682eb6be1444bccdfe830135d5da6f5123

Observation 5a9e8aad-2d68-4abe-92cf-7b22148b6083 · outbound

This paper cites Thinkrepair: Self-directed automated program repair.

SoK: Towards Effective Automated Vulnerability Repair Thinkrepair: Self-directed automated program repair

Reference 51

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.082764Z digest=sha256:8dc91e32cff0a0e27365e2b3b9c375905d08a9609a2fe72e0cd310dcb3f6877d

Observation 7de34b3c-8d41-47de-94f2-822b4f54a5bc · outbound

This paper cites Compilation error repair: for the student programs, from the student programs.

SoK: Towards Effective Automated Vulnerability Repair Compilation error repair: for the student programs, from the student programs

Reference 52

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.088972Z digest=sha256:cc8fb8f5bcaca69a50ca864ef61725d5c2cb1c10e092d0074c8509333bd929c5

Observation 4df283df-07e0-40ff-a743-8424a5e362b1 · outbound

This paper cites Deepdelta:learningtorepaircompilation errors.

SoK: Towards Effective Automated Vulnerability Repair Deepdelta:learningtorepaircompilation errors

Reference 53

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no resolver link, observed 2026-08-09T22:24:49.094585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.094585Z digest=sha256:f9410493b728b3a911a1b56a8dd9638fe32ce5b3dc32be2e2855f03bcf60982f

Observation 9cce70ec-809a-4ada-803e-435e47b3c2a4 · outbound

This paper cites an unresolved cited work.

SoK: Towards Effective Automated Vulnerability Repair Unresolved cited work

Reference 54

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.099548Z digest=sha256:6ba40ec44ab86e804553b49f3b7d6ff7df0005f1a474c3794c79c6d5885896cc

Observation 167dd3c2-6df4-4b0c-88b0-d167d071e652 · outbound

This paper cites Patches as better bug reports.

SoK: Towards Effective Automated Vulnerability Repair Patches as better bug reports

Reference 55

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no resolver link, observed 2026-08-09T22:24:49.105206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.105206Z digest=sha256:c4a4a6c59af8b63a884b1b834fdc5ca41cf92fe4e6d7425520f9a8f2967b9fbf

Observation 4e460cf6-fafb-486c-93ce-8572c6d9dfea · outbound

This paper cites Automati- cally fixing c buffer overflows using program transformations.

SoK: Towards Effective Automated Vulnerability Repair Automati- cally fixing c buffer overflows using program transformations

Reference 56

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no resolver link, observed 2026-08-09T22:24:49.110165Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.110165Z digest=sha256:b9efccbbb5000e75cbbeda1a1b2e1888f000017c8296ed6b2c9b53a30b5f4b06

Observation 19cab050-8712-48e2-bf3f-7eeab4548ab2 · outbound

This paper cites Bovin- spector: automatic inspection and repair of buffer overflow vulnerabilities.

SoK: Towards Effective Automated Vulnerability Repair Bovin- spector: automatic inspection and repair of buffer overflow vulnerabilities

Reference 57

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no resolver link, observed 2026-08-09T22:24:49.115519Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.115519Z digest=sha256:46189294953789b10561a591406edac2b81c41cce2f3eb926b7dcf0e04e927c8

Observation 163bb3c7-20be-4d40-9012-5fe1a9f49f45 · outbound

This paper cites Using safety properties to generate vulnerability patches.

SoK: Towards Effective Automated Vulnerability Repair Using safety properties to generate vulnerability patches

Reference 58

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no resolver link, observed 2026-08-09T22:24:49.120385Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.120385Z digest=sha256:6c021e36deb4e0d49dfe0caf15fd49efae2517b2345545aaf42afa320366cab4

Observation 8e7292d7-988d-4ade-84b8-2ccdb567abf1 · outbound

This paper cites Safe memory-leak fixing for c programs.

SoK: Towards Effective Automated Vulnerability Repair Safe memory-leak fixing for c programs

Reference 59

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no resolver link, observed 2026-08-09T22:24:49.126786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.126786Z digest=sha256:60b06b0a4651765dfa8f0701aa6dce682cb20de1603163545c4b6fdab3b78b7d

Observation 6e7d2055-8c37-4824-8e91-be75986f81ee · outbound

This paper cites Saver: scalable, precise, and safe memory-error repair.

SoK: Towards Effective Automated Vulnerability Repair Saver: scalable, precise, and safe memory-error repair

Reference 60

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no resolver link, observed 2026-08-09T22:24:49.136992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.136992Z digest=sha256:93ca62c0235b4b0e19057074fc74efd08497a14f1cfd5b3f6caee633c0c2b8f7

Observation 4babebd7-d1cf-4389-a162-df2b22da8fcb · outbound

This paper cites Auto- matedmemoryleakfixingonvalue-flowslicesforcprograms.

SoK: Towards Effective Automated Vulnerability Repair Auto- matedmemoryleakfixingonvalue-flowslicesforcprograms

Reference 61

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no resolver link, observed 2026-08-09T22:24:49.142487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.142487Z digest=sha256:73fc65ef84066a1f0a2d2299414e06dea5d02824b1ccf6ef092d7128cd439bf5

Observation 18a4c5e7-43bc-4053-a896-a75a4a6789c3 · outbound

This paper cites Automatic integer error repair by proper-type inference.

SoK: Towards Effective Automated Vulnerability Repair Automatic integer error repair by proper-type inference

Reference 62

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no resolver link, observed 2026-08-09T22:24:49.147382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.147382Z digest=sha256:b311403667959b0bbdeda1309decfcd85bf5f8e06cce0084c1e3807f7ad4e386

Observation 33968b88-9334-4382-a44f-723ebcdca862 · outbound

This paper cites Intrepair: Informed repairing of integer overflows.

SoK: Towards Effective Automated Vulnerability Repair Intrepair: Informed repairing of integer overflows

Reference 63

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no resolver link, observed 2026-08-09T22:24:49.152549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.152549Z digest=sha256:4b2683c787c0f09dd44bcc19ae9c1ca88607cdf6b555304e93788e3411e4ec8f

Observation 53407a57-058f-4b4f-b242-91b369ae68ef · outbound

This paper cites Rupair: towards automatic buffer overflow detection and rectification for rust.

SoK: Towards Effective Automated Vulnerability Repair Rupair: towards automatic buffer overflow detection and rectification for rust

Reference 64

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.157638Z digest=sha256:8dba74bc5f13289aca17c49bc8144cde56001d610332c35cc7df9a8fcbf12ca5

Observation 2535ac88-08e3-45c0-b208-5fde8678925e · outbound

This paper cites Automaticallydiagnosingand repairing error handling bugs in c.

SoK: Towards Effective Automated Vulnerability Repair Automaticallydiagnosingand repairing error handling bugs in c

Reference 65

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no resolver link, observed 2026-08-09T22:24:49.162938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.162938Z digest=sha256:661a9885988259c3dc1bd81ede2b6f47101407a78fc742891ddfc3c5a660a60e

Observation 87bf66fb-ca8c-47b5-b377-e0ea7d6bda9f · outbound

This paper cites Smartshield: Automatic smart contract protection made easy.

SoK: Towards Effective Automated Vulnerability Repair Smartshield: Automatic smart contract protection made easy

Reference 66

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no resolver link, observed 2026-08-09T22:24:49.167881Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.167881Z digest=sha256:bb668def93a0e7437e2b83f3d851765981013a3b877d4783a43ac4c79785ef41

Observation 1df0292b-d7ee-486a-959a-0d593b1244c8 · outbound

This paper cites Evmpatch:Timelyandautomatedpatchingofethereum smart contracts.

SoK: Towards Effective Automated Vulnerability Repair Evmpatch:Timelyandautomatedpatchingofethereum smart contracts

Reference 67

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no resolver link, observed 2026-08-09T22:24:49.173995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.173995Z digest=sha256:dc26e1b9a8379eafd0412a86c43c479e3ac02a9fe78d5528dff3e0ae14976b31

Observation 28664458-ab1c-481e-affd-b359bdf319da · outbound

This paper cites Ely- sium:Context-awarebytecode-levelpatchingtoautomatically heal vulnerable smart contracts.

SoK: Towards Effective Automated Vulnerability Repair Ely- sium:Context-awarebytecode-levelpatchingtoautomatically heal vulnerable smart contracts

Reference 68

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.179132Z digest=sha256:5a8521c180b74e42f55e5e041c2f027b45da1d8c465c3416d4af15c51933fd93

Observation 6ef2f22f-d165-4f5a-a5dc-62771c36543c · outbound

This paper cites Sguard: towards fixingvulnerablesmartcontractsautomatically.

SoK: Towards Effective Automated Vulnerability Repair Sguard: towards fixingvulnerablesmartcontractsautomatically

Reference 69

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no resolver link, observed 2026-08-09T22:24:49.184372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.184372Z digest=sha256:834d4db9b3f20690c6d4c43b9ba069e120916d42772dff29d16866a9ae6d0549

Observation 6fbf87fa-8934-4d65-9740-9f206d984ea4 · outbound

This paper cites CONTRACTFIX: A Framework for Automatically Fixing Vulnerabilities in Smart Contracts.

SoK: Towards Effective Automated Vulnerability Repair CONTRACTFIX: A Framework for Automatically Fixing Vulnerabilities in Smart Contracts

Reference 70

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verified exact
local_arxiv, observed 2026-08-09T22:24:50.584365Z

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.

source=pdf_text observed=2026-08-09T22:24:49.189385Z digest=sha256:ff10ab0d745b10e6088f17ffa363ed249e0fcbacbb7ef1a58bc206a9338433f8

Observation 1189ec9f-aed4-426d-b374-cdc2075c1671 · outbound

This paper cites Automatically fixing security vulnerabilities in java code.

SoK: Towards Effective Automated Vulnerability Repair Automatically fixing security vulnerabilities in java code

Reference 71

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no resolver link, observed 2026-08-09T22:24:49.194919Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.194919Z digest=sha256:134a578b0acfe99aad1a2143f28686f9d31d8007471e9be85ec8d4fc9dc0cbd6

Observation 84fcdd98-e7bc-444d-a818-05640166c5db · outbound

This paper cites Vfix: value-flow-guided precise program repair for null pointer dereferences.

SoK: Towards Effective Automated Vulnerability Repair Vfix: value-flow-guided precise program repair for null pointer dereferences

Reference 72

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no resolver link, observed 2026-08-09T22:24:49.199994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.199994Z digest=sha256:b3f51717c33261ecb780807c7e3e73d3d21e389bbbd6467e9c419ab8c1f25bfa

Observation b9955fd8-0c86-4db0-99e7-1011acc00000 · outbound

This paper cites Regexscalpel: Regular expression denial of service (redos) defense by localize-and-fix.

SoK: Towards Effective Automated Vulnerability Repair Regexscalpel: Regular expression denial of service (redos) defense by localize-and-fix

Reference 73

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no resolver link, observed 2026-08-09T22:24:49.206968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.206968Z digest=sha256:e5efd5c88c49537e7c491d9a126254ae5a9ff06db405c7a4764f1ef6f3049f1c

Observation 997b78b6-7002-448b-96bb-0e59c55e1675 · outbound

This paper cites Cdrep:Auto- matic repairof cryptographic misuses in android applications.

SoK: Towards Effective Automated Vulnerability Repair Cdrep:Auto- matic repairof cryptographic misuses in android applications

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-09T22:24:49.212358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.212358Z digest=sha256:594d82ad065c8e244ebd2982f89884c9472a066cac569e3772b5a243989b579f

Observation 0499a7aa-516d-4fb2-8b28-355a390f3b62 · outbound

This paper cites Example-based vulnerability detection and repair in java code.

SoK: Towards Effective Automated Vulnerability Repair Example-based vulnerability detection and repair in java code

Reference 75

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no resolver link, observed 2026-08-09T22:24:49.217148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.217148Z digest=sha256:bde664c280f53f01a56a47d0224e66bce09fccc5627243e2bf8b5da20c49b9cd

Observation 1fe0955a-0280-46b2-808f-e1d0e7476d33 · outbound

This paper cites Vurle: Automatic vulnerability detection and repair by learning from examples.

SoK: Towards Effective Automated Vulnerability Repair Vurle: Automatic vulnerability detection and repair by learning from examples

Reference 76

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unresolved
no resolver link, observed 2026-08-09T22:24:49.222178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.222178Z digest=sha256:fae3a823dec18b7eb7a017723ad5533ce170d159a2a7ab54de39beba84b1c2ba

Observation 6abfae43-35af-4865-883e-5e8dc8d88f98 · outbound

This paper cites Binary rewriting without control flow recovery.

SoK: Towards Effective Automated Vulnerability Repair Binary rewriting without control flow recovery

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-09T22:24:49.226906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:24:49.226906Z digest=sha256:7fbdd5384fc25fe4abe74a2841badf8a42424dcb7c2001de1f9bd173d7395d30

Observation db695d87-287c-4744-8abb-808fca4e7686 · outbound

This paper cites an unresolved cited work.

SoK: Towards Effective Automated Vulnerability Repair Unresolved cited work

Reference 78

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no resolver link, observed 2026-08-09T22:24:49.231835Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T22:24:49.231835Z digest=sha256:8b49b45103c7297d49f169f0af96d74997d776a8e457b8f5ca634a63450c4252

Observation ab6917fc-f56d-4424-b50f-7f184cd70f88 · outbound

This paper cites A genetic programming approach to auto- mated software repair.

SoK: Towards Effective Automated Vulnerability Repair A genetic programming approach to auto- mated software repair

Reference 79

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source=pdf_text observed=2026-08-09T22:24:49.237165Z digest=sha256:bba7ca6afceb06c1f3ec485fc643b05c5150479f8602b09f424567ff38e9578f

Observation 87d0166d-985a-43e7-be08-573cbaff271d · outbound

This paper cites A systematic study of automated program repair: Fixing 55 out of 105 bugs for $8 each.

SoK: Towards Effective Automated Vulnerability Repair A systematic study of automated program repair: Fixing 55 out of 105 bugs for $8 each

Reference 80

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source=pdf_text observed=2026-08-09T22:24:49.242025Z digest=sha256:0cad8540d56d2b5683ab9f90408170f4f473d888aedc154d04c160ba0d791282

Observation 39be5307-d6e1-4b70-9311-029c04eaa28b · outbound

This paper cites Genprog: A generic method for automatic software repair.IEEE TSE, 2011.

SoK: Towards Effective Automated Vulnerability Repair Genprog: A generic method for automatic software repair.IEEE TSE, 2011

Reference 81

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source=pdf_text observed=2026-08-09T22:24:49.247871Z digest=sha256:2e2d648c6bea884ffeaeb68e5db4eca8941f5cc73a5174a32a08815f0936d8a4

Observation a91f009d-00a9-4526-b628-44fca866db98 · outbound

This paper cites Sapfix: Automated end-to-end repair at scale.

SoK: Towards Effective Automated Vulnerability Repair Sapfix: Automated end-to-end repair at scale

Reference 82

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source=pdf_text observed=2026-08-09T22:24:49.254401Z digest=sha256:55308df315b1cfc27ab5c78c87b643fa388fb8537ec522a8924c1c0258039d8d

Observation 96cf3d46-466c-4b71-bf20-33a0b22111a9 · outbound

This paper cites Hypergi: Automateddetection and repair of information flow leakage.

SoK: Towards Effective Automated Vulnerability Repair Hypergi: Automateddetection and repair of information flow leakage

Reference 83

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source=pdf_text observed=2026-08-09T22:24:49.259086Z digest=sha256:0c3fe13d4a61c5a4b543c2737a908c9b06a77ffd2ec981f984e575da1b833a2d

Observation 5536d8e6-b63b-48c4-942a-95d405662240 · outbound

This paper cites Dynamic patch generation for null pointer exceptions using metaprogramming.

SoK: Towards Effective Automated Vulnerability Repair Dynamic patch generation for null pointer exceptions using metaprogramming

Reference 84

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source=pdf_text observed=2026-08-09T22:24:49.265047Z digest=sha256:ef671571edda9aa8538a7ab1c7eb6c860b7c32417ef732646157fdea3113cb8f

Observation d0cd562c-24e7-4b0c-aebd-f9ab91463910 · outbound

This paper cites Property-based automated repair of defi protocols.

SoK: Towards Effective Automated Vulnerability Repair Property-based automated repair of defi protocols

Reference 85

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source=pdf_text observed=2026-08-09T22:24:49.270428Z digest=sha256:7740fc1fe848bb563b02115e7a12e1436237113fa7589043f2173cbc3a3b75a2

Observation a2fb769c-c2de-44c3-bc16-d44f50542766 · outbound

This paper cites Backportingsecuritypatchesofwebapplications:Aprototype design and implementation on injection vulnerability patches.

SoK: Towards Effective Automated Vulnerability Repair Backportingsecuritypatchesofwebapplications:Aprototype design and implementation on injection vulnerability patches

Reference 86

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source=pdf_text observed=2026-08-09T22:24:49.275684Z digest=sha256:e05ad1489c7b12980b15bc43bfc2096363887be1c36e519069b72ddb508bb6d2

Observation c4256d1f-994f-4dab-8b7e-34af0e0d0c3c · outbound

This paper cites Automatedpatch backportinginlinux(experiencepaper).

SoK: Towards Effective Automated Vulnerability Repair Automatedpatch backportinginlinux(experiencepaper)

Reference 87

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source=pdf_text observed=2026-08-09T22:24:49.281304Z digest=sha256:1a89db149cd01faac5cbe9792e7860634db54bd07955e2ce81a2623d0567852f

Observation 032c26b8-efbe-4232-a764-d439a218ed4c · outbound

This paper cites Enhancing oss patch backporting with semantics.

SoK: Towards Effective Automated Vulnerability Repair Enhancing oss patch backporting with semantics

Reference 88

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source=pdf_text observed=2026-08-09T22:24:49.287004Z digest=sha256:ec37c227a7d5bc28a5405d6e6a3159ce5f30ba18d4d4578aadc9ad263c4c857b

Observation 1f9e5f70-d6b6-4a17-bd08-55f12741561a · outbound

This paper cites Automated patch transplantation.

SoK: Towards Effective Automated Vulnerability Repair Automated patch transplantation

Reference 89

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source=pdf_text observed=2026-08-09T22:24:49.293194Z digest=sha256:b62546c040a83346665baab5fe34c2f6a0d3ee6498adbddf0f14f722db4fa289

Observation 56705dec-68d1-4d11-9df6-0990d9664bd8 · outbound

This paper cites Fix me up: Repairing access-control bugs in web applications.

SoK: Towards Effective Automated Vulnerability Repair Fix me up: Repairing access-control bugs in web applications

Reference 90

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source=pdf_text observed=2026-08-09T22:24:49.299187Z digest=sha256:2583c857054d3497f765748337d9b1446ba6921e732237dda0da1c9ef26323f4

Observation b0b0a3bd-10d6-4af3-b358-68bb00830894 · outbound

This paper cites Automatic hot patch generation for android kernels.

SoK: Towards Effective Automated Vulnerability Repair Automatic hot patch generation for android kernels

Reference 91

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source=pdf_text observed=2026-08-09T22:24:49.304373Z digest=sha256:1bf1c98e2ef191aca7aece9f5062f0bd0d5a28e0e61dfa846928076ec0207529

Observation 59d3899a-fd1b-441e-a24f-053d7ca98dd1 · outbound

This paper cites Static automated programrepairforheapproperties.

SoK: Towards Effective Automated Vulnerability Repair Static automated programrepairforheapproperties

Reference 92

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source=pdf_text observed=2026-08-09T22:24:49.310913Z digest=sha256:d32c48fedb85d35e55103f6f2d0fded244b4f976b817ce71d05b43062f855deb

Observation 2ad312e5-3a9f-46df-a843-9a29a580fafa · outbound

This paper cites Memfix:static analysis-based repair of memory deallocation errors for c.

SoK: Towards Effective Automated Vulnerability Repair Memfix:static analysis-based repair of memory deallocation errors for c

Reference 93

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source=pdf_text observed=2026-08-09T22:24:49.316264Z digest=sha256:7935d25ca672ea57740eb427d01a3a7ac0fb1762935e393f936c93f17315b191

Observation b1b6cf63-44da-4f31-8b84-c3c9c8a697ee · outbound

This paper cites Automating patching of vulnerable open-source software versions in application binaries.

SoK: Towards Effective Automated Vulnerability Repair Automating patching of vulnerable open-source software versions in application binaries

Reference 94

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source=pdf_text observed=2026-08-09T22:24:49.321388Z digest=sha256:919edfde3e7fa5c72209bfbc44a02122d736edaf8e9534f666f3d7a7ac624cb0

Observation 7f53674d-ba67-457e-aa34-704a49f70ab6 · outbound

This paper cites Programrepairguidedbydatalog-definedstaticanalysis.

SoK: Towards Effective Automated Vulnerability Repair Programrepairguidedbydatalog-definedstaticanalysis

Reference 95

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source=pdf_text observed=2026-08-09T22:24:49.326275Z digest=sha256:687d1a03637a6af54ceff22207595204855507a8728035fc06ab6223931b962b

Observation c89b0837-350e-47e9-a9f2-d1597e430b0a · outbound

This paper cites Repairing dos vulnera- bility of real-world regexes.

SoK: Towards Effective Automated Vulnerability Repair Repairing dos vulnera- bility of real-world regexes

Reference 96

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source=pdf_text observed=2026-08-09T22:24:49.330974Z digest=sha256:28506550990e5c62e5457f538d011290def6fdd11ec35dd1680d9f842b58462c

Observation 9616c55c-d4ca-4f03-95a7-94586e1a9158 · outbound

This paper cites Semfix: Program repair via semantic analysis.

SoK: Towards Effective Automated Vulnerability Repair Semfix: Program repair via semantic analysis

Reference 97

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source=pdf_text observed=2026-08-09T22:24:49.335766Z digest=sha256:eae3825c9b8cfd132080c2135a70942c1e572467a2c8d8375802ac895cbfb04b

Observation 977e140a-ebb2-4cad-929a-a8c56b756eb0 · outbound

This paper cites An- gelix:Scalablemultilineprogrampatchsynthesisviasymbolic analysis.

SoK: Towards Effective Automated Vulnerability Repair An- gelix:Scalablemultilineprogrampatchsynthesisviasymbolic analysis

Reference 98

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source=pdf_text observed=2026-08-09T22:24:49.340901Z digest=sha256:b2d19fa94100729c08fd54f52cd0c82fca30a4725f08976ca067c13959962930

Observation db1946c4-95d3-4269-846a-7430473abed5 · outbound

This paper cites Concolicprogramrepair.

SoK: Towards Effective Automated Vulnerability Repair Concolicprogramrepair

Reference 99

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source=pdf_text observed=2026-08-09T22:24:49.346409Z digest=sha256:18309b021c2973db55acfdfda601db430c4f86312c48f9ae6f32818292ae2331

Observation ffa521f8-5518-4e20-a459-ffc707095f50 · outbound

This paper cites Repairing programs with semantic code search(t).

SoK: Towards Effective Automated Vulnerability Repair Repairing programs with semantic code search(t)

Reference 100

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source=pdf_text observed=2026-08-09T22:24:49.351540Z digest=sha256:ac908a56bf4462eb1f6a987cccba1b8f9af56268c859d8b68c5b9720b1b7af9b

Pith citing papers

Observation 73ffced3-514c-424f-aa9f-ea7df5cfcd12 · inbound

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments cites this paper.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments SoK: Towards Effective Automated Vulnerability Repair

Reference 59

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source=pdf_text observed=2026-08-07T04:07:25.923035Z digest=sha256:0d1da2ed803b0cbce5d3be5f5f66d124eb7613fbb9f9f950b797f1fdcfb076e9

Observation 15f52928-5df8-4f60-9da3-e5c6ae82544b · inbound

MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair cites this paper.

MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair SoK: Towards Effective Automated Vulnerability Repair

Reference 25

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arxiv_id, observed 2026-05-19T23:07:51.149702Z

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.

source=pdf_text observed=2026-05-19T23:06:05.988893Z digest=sha256:35a90c5cef6cf5b2b4f02487c8dee4ab3195a47b48a97a4b86039cc535713548