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Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 100 of 155 outbound references and 2 inbound Pith citation observations for arXiv:2506.11697.

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

pith.paper-citation-record.v1
2506.11697 v1

Coverage vector

measured 100 of 155 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:07:26.063349Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:02:54.274440Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T23:07:51.133384Z

Reference resolution

100 of 155 outbound references displayed

  • verified exact0
  • verified fuzzy24
  • unresolved76
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation da1af2ae-2a72-4a4c-8e94-47c498905437 · outbound

This paper cites https: //github.com/gsliepen/tinc/commit/ 17a33dfd95b1a29e90db76414eb9622df9632320.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments https: //github.com/gsliepen/tinc/commit/ 17a33dfd95b1a29e90db76414eb9622df9632320

Reference 1

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no resolver link, observed 2026-08-07T04:07:25.715716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.715716Z digest=sha256:0df03e44407119797c81654db4d29c31a4d21a751da92b63c9d78c188b3dc0af

Observation ed9f4ccf-a91a-4c7b-8085-149fe5ecdb86 · outbound

This paper cites https://git.kernel.org/pub/scm/linux/ kernel/git/stable/linux.git/commit/?id= 81137162bfaa7278785b24c1fd2e9e74f082e8e4.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments https://git.kernel.org/pub/scm/linux/ kernel/git/stable/linux.git/commit/?id= 81137162bfaa7278785b24c1fd2e9e74f082e8e4

Reference 2

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no resolver link, observed 2026-08-07T04:07:25.719766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.719766Z digest=sha256:a28eeff74f640660da6c4eeeeead0ff06e00f54212c21afa294eff51c8accac3

Observation f321ca7a-2ecc-4db7-920d-705c04a0d555 · outbound

This paper cites Fault- localization techniques for software systems: A liter- ature review.ACM SIGSOFT Software Engineering Notes, 39(5):1–8, 2014.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Fault- localization techniques for software systems: A liter- ature review.ACM SIGSOFT Software Engineering Notes, 39(5):1–8, 2014

Reference 3

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no resolver link, observed 2026-08-07T04:07:25.724191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.724191Z digest=sha256:b48014f23360347927143969dd2ccdb388fabe78091a3985225fde6ee4dc14ae

Observation 1c9e3042-65ae-48e4-b852-396efe5175f6 · outbound

This paper cites asarubbo/poc.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments asarubbo/poc

Reference 4

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unresolved
no resolver link, observed 2026-08-07T04:07:25.727840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.727840Z digest=sha256:25844f14b06c1ebf3cb888a799b745db12fac95c7ebac493e1d0b1962326a60c

Observation 89ea1752-b361-469c-a318-69b5c5a94b90 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-07T04:07:25.731642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.731642Z digest=sha256:dfbd8d01762162ad9389dc608320d817765613a23c8a8aa8c9f885b88e28183f

Observation b78e25c2-0d33-43d2-9fa8-89c8f1ff0fe8 · outbound

This paper cites CVEfixes: Automated collection of vulnerabilities and their fixes from open-source software.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments CVEfixes: Automated collection of vulnerabilities and their fixes from open-source software

Reference 6

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no resolver link, observed 2026-08-07T04:07:25.736082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.736082Z digest=sha256:cbdca8f88ba99a896aee50a767ead9c590bb06f2f2e2abb8e8adb49bb86c6913

Observation e8c3949d-3f5d-40f2-bbe8-f6dd2f8fd029 · outbound

This paper cites Aurora: statistical crash analysis for au- tomated root cause explanation.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Aurora: statistical crash analysis for au- tomated root cause explanation

Reference 7

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no resolver link, observed 2026-08-07T04:07:25.740732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.740732Z digest=sha256:805df1c36182b41d9d882e1539299b1643386dc6e137f690294ced3e6d0ca86c

Observation f3eb5960-de13-41a2-978d-72a5eb86df89 · outbound

This paper cites Apr4vul: an empirical study of automatic program repair tech- niques on real-world java vulnerabilities.Empirical Software Engineering (ESE), 29(18):1–40, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Apr4vul: an empirical study of automatic program repair tech- niques on real-world java vulnerabilities.Empirical Software Engineering (ESE), 29(18):1–40, 2024

Reference 8

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no resolver link, observed 2026-08-07T04:07:25.744930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.744930Z digest=sha256:0f4b57d96ca4a131118867b39ad429f1a8ec2e638bd6532f3bf77c1d66c77717

Observation 6e9ecc31-3406-422e-b0e0-2fa9f4e68be9 · outbound

This paper cites Díaz Ferreyra.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Díaz Ferreyra

Reference 9

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no resolver link, observed 2026-08-07T04:07:25.748487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.748487Z digest=sha256:4b3ec6b512f0d7da20a3cb9f53fc9f0eb3533f0300956fc7e983e5771c0a0a24

Observation f23ea1e7-32d1-4514-b744-3018a8173006 · outbound

This paper cites End-to-end object detection with trans- formers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments End-to-end object detection with trans- formers

Reference 10

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no resolver link, observed 2026-08-07T04:07:25.752287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.752287Z digest=sha256:a3c78e849dd10014fbb679dfb74ade77abc559d0571e6d55a0e2ea7e3acc780e

Observation 11e423b4-bfc6-41f4-b49c-08a39f3a571f · outbound

This paper cites Safes- tack: Automatically patching stack-based buffer over- flow vulnerabilities.IEEE Transactions on Depend- able and Secure Computing (TDSC), 10(6):368–379, 2013.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Safes- tack: Automatically patching stack-based buffer over- flow vulnerabilities.IEEE Transactions on Depend- able and Secure Computing (TDSC), 10(6):368–379, 2013

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.756675Z digest=sha256:f43da34ea8dc873bfcd6b5856c78ab801869eee534a08f4b60c617fe44576ab6

Observation ddf839e0-a8e4-4d5d-9aeb-534c3281ed3c · outbound

This paper cites Diversevul: A new vul- nerable source code dataset for deep learning based vulnerability detection.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Diversevul: A new vul- nerable source code dataset for deep learning based vulnerability detection

Reference 12

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no resolver link, observed 2026-08-07T04:07:25.760753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.760753Z digest=sha256:d4bce080fda1b4b315b231a293858c5eaa8a2fb8143867067911a18d36ee97b0

Observation 98256a70-71a6-43e2-b9c2-2722dee88e84 · outbound

This paper cites Adaptive android kernel live patching.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Adaptive android kernel live patching

Reference 13

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no resolver link, observed 2026-08-07T04:07:25.764046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.764046Z digest=sha256:8efcbeb76556d9e491ecc40d1eb3b0376acbcb064bf3090179466210df42248d

Observation 8eae02b6-9965-435d-a291-e5b336e73c50 · outbound

This paper cites Neural transfer learning for repairing security vulner- abilities in c code.IEEE Transactions on Software Engineering (TSE), 49(1):147–165, 2023.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Neural transfer learning for repairing security vulner- abilities in c code.IEEE Transactions on Software Engineering (TSE), 49(1):147–165, 2023

Reference 14

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no resolver link, observed 2026-08-07T04:07:25.767686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.767686Z digest=sha256:5d91809b10fdb56054d9c4c09378605f166f0fddbf6e5f15ad22b67fee0f877a

Observation 229b6df6-2bb1-4b17-845b-9ceaa074a21b · outbound

This paper cites Sequencer: Sequence-to-sequence learn- ing for end-to-end program repair.IEEE Transactions on Software Engineering (TSE), 47(09):1943–1959, 2021.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Sequencer: Sequence-to-sequence learn- ing for end-to-end program repair.IEEE Transactions on Software Engineering (TSE), 47(09):1943–1959, 2021

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.771629Z digest=sha256:a135291132b7277de096185c37aca9fd2ee2f63135910f92bc50b3362e35a24b

Observation 3b9d19f5-5288-40a1-b0d2-51c08e9a8529 · outbound

This paper cites Intpti: Automatic integer error repair with proper-type inference.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Intpti: Automatic integer error repair with proper-type inference

Reference 16

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no resolver link, observed 2026-08-07T04:07:25.775276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.775276Z digest=sha256:59582fab8c3afb767d85ea5cedb0f2ca3b260820bec4f6af610ea4ec8324cdde

Observation f408f60b-0dee-4d6c-998f-dfb10544ecc4 · outbound

This paper cites Tolerating c integer error via precision elevation.IEEE Transactions on Computers (TC), 68(2):270–286, 2019.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Tolerating c integer error via precision elevation.IEEE Transactions on Computers (TC), 68(2):270–286, 2019

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.778604Z digest=sha256:7725eb6d51824a2952a09f3121aa0b779e1a24ca306b140ddc11e768879a0c26

Observation 721d4755-0b3f-421e-9f54-7d785088f256 · outbound

This paper cites Seqtrans: Automatic vulnerability fix via sequence to sequence learning.IEEE Transactions on Software Engineering (TSE), 49(2):564–585, 2023.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Seqtrans: Automatic vulnerability fix via sequence to sequence learning.IEEE Transactions on Software Engineering (TSE), 49(2):564–585, 2023

Reference 18

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source=pdf_text observed=2026-08-07T04:07:25.782050Z digest=sha256:ed0a9ceaec3100953599044a012adc02956a5ac6371032dd8fa609a13ae75195

Observation 05ab1248-69ac-479a-8f22-65e56cdcbebc · outbound

This paper cites Repairing DoS vulnerability of real-world regexes.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Repairing DoS vulnerability of real-world regexes

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.785745Z digest=sha256:0f75a5feae851ebcbebdc5af0478ab9b21f6f0adfba7a46d2ff82847852b264b

Observation 11a701f8-401e-4735-8b12-0084f0ec6151 · outbound

This paper cites Routing in undirected graphs with constant congestion.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Routing in undirected graphs with constant congestion

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.789057Z digest=sha256:e6d78fe2fe38a20b92c1895d5bceeca4706f36d2e849d8dc7b1345add84689a2

Observation e315578a-52d2-4717-bd18-0c3e341c0cfb · outbound

This paper cites Program transforma- tions to fix C integers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Program transforma- tions to fix C integers

Reference 21

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source=pdf_text observed=2026-08-07T04:07:25.792330Z digest=sha256:4c97d0c0cae9b6c3d8842a5f2efbafb335e548f0358d5ae70b046c38aea11dba

Observation cb4325a9-7c91-48af-9139-d96f9f9222b1 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.795899Z digest=sha256:bb82c092863c2ebccc16a62ad02bd1e05c30a464ad29d852b87c0012397a4b34

Observation 7212705e-3cf4-4ccb-b152-9f8046906baa · outbound

This paper cites Pentestgpt: Eval- uating and harnessing large language models for au- tomated penetration testing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Pentestgpt: Eval- uating and harnessing large language models for au- tomated penetration testing

Reference 23

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no resolver link, observed 2026-08-07T04:07:25.799437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.799437Z digest=sha256:af1ac09660ee7b265633a2bfaf117f1034ca213232d7fa5728852833ae675373

Observation a4d88ac3-56ee-4780-9933-f1ac7b3dee8b · outbound

This paper cites Automating patching of vulnera- ble open-source software versions in application bi- naries.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automating patching of vulnera- ble open-source software versions in application bi- naries

Reference 24

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no resolver link, observed 2026-08-07T04:07:25.802850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.802850Z digest=sha256:8a8473b539ba633661faca3a9fa71ccfe8d24d4d19dea5fbd28f4a106b5e83ca

Observation b4086a78-4ccb-4785-a971-3deb7539c8a9 · outbound

This paper cites Duck, Xiang Gao, and Abhik Roychoud- hury.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Duck, Xiang Gao, and Abhik Roychoud- hury

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.806394Z digest=sha256:2e325d08bbc9ca15cf8070182d8b57259cdf4bd41bbd1939572b98a9a772e116

Observation 1d769be3-52f5-44b5-9f48-c5229a7bfb91 · outbound

This paper cites Duck and Roland H.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Duck and Roland H

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.809731Z digest=sha256:f2a438d3d0f98f966dd9b3dbca9662f6f45ec74653d22feb6f7f4b38c7de09fc

Observation 910488fe-e32f-4d13-b270-4fa9af1c24a8 · outbound

This paper cites Stack bounds protection with low fat point- ers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Stack bounds protection with low fat point- ers

Reference 27

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no resolver link, observed 2026-08-07T04:07:25.813239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.813239Z digest=sha256:d20826c1b86829a591dc2b5f5380dde402b79bbc65e5b54afa0f6d96565b6746

Observation 58f074f0-80f3-4e03-998d-3e3d332dc8df · outbound

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

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Dynamic patch generation for null pointer exceptions using metaprogramming

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.816735Z digest=sha256:a850f1d0bec133851d34d153b77b30dc8fe137d29cb5f9715fa17b97d2a990f7

Observation 4d2f0b8d-9f26-40fc-beea-2b86107252fc · outbound

This paper cites Icore con- ference portal.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Icore con- ference portal

Reference 29

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.820121Z digest=sha256:f564956bb8bdfc5eb873eed1e72deae5d2781025c84282352cbd674afdda67c6

Observation 4905d2f7-131b-4eb2-acfd-0ff29a2d8db4 · outbound

This paper cites Facebook infer.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Facebook infer

Reference 30

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.823490Z digest=sha256:d5ab3c416e0cf3c9be46b5b4c819a332e8a2a89a301c357c60924893f7b6ba3c

Observation fa6653cf-0399-4faf-9283-adbd211faae5 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.826705Z digest=sha256:919bd0395b78768abcc483133d850cc01f23e01b286fca7ee73baa6758653794

Observation 2d36ec06-ed38-4247-86ab-dbf21c3ebafc · outbound

This paper cites Elysium: Context-aware bytecode-level patching to automatically heal vulnerable smart contracts.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Elysium: Context-aware bytecode-level patching to automatically heal vulnerable smart contracts

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.830302Z digest=sha256:33e90df66b7a8b58b31caae930a37a2aa783d864c7a60883313ee969c96bd6c2

Observation c7e7ea83-89f1-45cf-bcae-e0c1eb5f80c3 · outbound

This paper cites Vision transformer inspired automated vulnerability repair.ACM Transactions on Software Engineering and Methodology (TOSEM), 33(3):1–29, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vision transformer inspired automated vulnerability repair.ACM Transactions on Software Engineering and Methodology (TOSEM), 33(3):1–29, 2024

Reference 33

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.833812Z digest=sha256:b83b56f1d91f603e1a99d1f298edf8b8f787fbccf7c95756cd3afecfce383e54

Observation c01d8f6a-5d8d-49a6-afda-d96e56e0a03d · outbound

This paper cites Vulrepair: A t5-based auto- mated software vulnerability repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulrepair: A t5-based auto- mated software vulnerability repair

Reference 34

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:07:25.837200Z digest=sha256:5b9e647add9a60238681f016450474432423d41aa19877ee9bb320df9e0be3a4

Observation 8048c870-4f3f-4e04-abfd-14e90219b19d · outbound

This paper cites Bovinspector: Automatic inspection and repair of buffer overflow vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Bovinspector: Automatic inspection and repair of buffer overflow vulnerabilities

Reference 35

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:07:25.840853Z digest=sha256:02347825516b3c528b4ca449a58a91191226318dbd5799c09eebbbdea26588d3

Observation 47ac8b0d-76ac-4f7d-9e83-47163ec779ab · outbound

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

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Safe memory-leak fixing for C programs

Reference 36

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source=pdf_text observed=2026-08-07T04:07:25.844220Z digest=sha256:920a04758f9396f5c3f86c4d817ef6381eded2704d93b7bb550406d685e9b7ab

Observation ca5d100c-9e63-4d71-afd7-a38eda7012cb · outbound

This paper cites Crash-avoiding program repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Crash-avoiding program repair

Reference 37

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Observation d98e8a35-9c88-4044-816f-97bf94892c51 · outbound

This paper cites Duck, Ruyi Ji, Yingfei Xiong, and Abhik Roychoudhury.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Duck, Ruyi Ji, Yingfei Xiong, and Abhik Roychoudhury

Reference 38

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source=pdf_text observed=2026-08-07T04:07:25.850712Z digest=sha256:59e2b05009952ea5543da283322ebe4381e07dd3ecbc41012c9bf1d4feed5750

Observation 16fdd98c-1497-49a6-969d-4c348f35016e · outbound

This paper cites Automatic software repair: A survey.IEEE Transac- tions on Software Engineering (TSE), 45(01):34–67, 2019.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automatic software repair: A survey.IEEE Transac- tions on Software Engineering (TSE), 45(01):34–67, 2019

Reference 39

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Observation 7e3ab9e5-8e22-483f-bd9c-d20270840c13 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-07T04:07:25.857790Z digest=sha256:af6509c6683480ba9eac4f55a131215da89d24575e99fcfb08afe881aabcd7a6

Observation 02acbde0-81a4-4091-a216-68307ff7622c · outbound

This paper cites Generative adver- sarial networks.Communications of the ACM, 63(11):139–144, 2020.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Generative adver- sarial networks.Communications of the ACM, 63(11):139–144, 2020

Reference 41

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source=pdf_text observed=2026-08-07T04:07:25.861193Z digest=sha256:f531c3f65e66c43376f7356fa7795606742a5f80936577d2bf6a5f16f7132720

Observation 3931fe7c-6327-4f62-91c1-7484e8d1ce26 · outbound

This paper cites Perception and practices of differential testing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Perception and practices of differential testing

Reference 42

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source=pdf_text observed=2026-08-07T04:07:25.864549Z digest=sha256:6288d93b3e53613865e1a0bb9de955a6033b1486ba802a8f1a2059002ba7704c

Observation c7c9cdba-cd34-4cc3-9c28-adf7130a7439 · outbound

This paper cites Learning to repair software vulnerabilities with generative adversarial networks.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Learning to repair software vulnerabilities with generative adversarial networks

Reference 43

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source=pdf_text observed=2026-08-07T04:07:25.868637Z digest=sha256:c92ae39b4a10096a62d4b4985de1a35c725dfff0ac4a60da324a5e4697cf41ad

Observation b0764023-1853-4e44-93cf-48d851695924 · outbound

This paper cites SA VER: Scalable, precise, and safe memory-error repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments SA VER: Scalable, precise, and safe memory-error repair

Reference 44

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source=pdf_text observed=2026-08-07T04:07:25.872045Z digest=sha256:f85559d5415ae63e16903c973c4b7b894f8ee6efc3ce9c77caa893f4de06fc18

Observation 9d91e439-98bf-4be4-8533-c933a58f8e6b · outbound

This paper cites Large language models for soft- ware engineering: A systematic literature review.ACM Transactions on Software Engineering and Methodol- ogy (TOSEM), 33(8):1–79, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Large language models for soft- ware engineering: A systematic literature review.ACM Transactions on Software Engineering and Methodol- ogy (TOSEM), 33(8):1–79, 2024

Reference 45

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source=pdf_text observed=2026-08-07T04:07:25.875399Z digest=sha256:ded248851ae863bbe7b226d5dcb43037bb71596ac4e12f255481a9906f95c039

Observation a7c0d638-b8b3-4a1e-9ab2-b3d89881e9c4 · outbound

This paper cites Rupair: Towards auto- matic buffer overflow detection and rectification for rust.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Rupair: Towards auto- matic buffer overflow detection and rectification for rust

Reference 46

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source=pdf_text observed=2026-08-07T04:07:25.878941Z digest=sha256:4b8b1e20a8cde8721c60d8ea8ab4183d097942ae92fe588ff8b9b190b476c65b

Observation 6e0f75b4-62ef-4e5e-aef0-2e8bc9d8ecbe · outbound

This paper cites Evolving paradigms in automated program repair: Taxonomy, challenges, and opportunities.ACM Computing Sur- veys (CSUR), 57(2):1–43, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Evolving paradigms in automated program repair: Taxonomy, challenges, and opportunities.ACM Computing Sur- veys (CSUR), 57(2):1–43, 2024

Reference 47

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source=pdf_text observed=2026-08-07T04:07:25.882254Z digest=sha256:2a10cea6abfe08395767c1adc26482d1d3eb7e123413290f30bb02529fbd1d7a

Observation 5f04cb46-7733-4109-9b1d-befe60758fed · outbound

This paper cites Template-guided program repair in the era of large language models.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Template-guided program repair in the era of large language models

Reference 48

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source=pdf_text observed=2026-08-07T04:07:25.885437Z digest=sha256:746ccaf3970c9d072a0b49c1969a19e6512716bed4021357141c9c9d78797bfa

Observation f304a361-3b62-4407-808c-1598dcc3c3fe · outbound

This paper cites Using safety properties to generate vulnerability patches.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Using safety properties to generate vulnerability patches

Reference 49

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source=pdf_text observed=2026-08-07T04:07:25.888852Z digest=sha256:494bf79d20f96116bc1a30a867498a8a6c606bb98b906c8fff771931bd9434ee

Observation 5003ab03-27d8-46e3-acd0-869d6443e089 · outbound

This paper cites Automatic patch generation learned from human-written patches.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automatic patch generation learned from human-written patches

Reference 50

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source=pdf_text observed=2026-08-07T04:07:25.892160Z digest=sha256:a70dd5e4f6917f9bbb35436942dea3a67b1fe534d614e90e096ea09355af4f95

Observation e60408c7-e045-469b-824d-131992cb2600 · outbound

This paper cites Genetic programming: on the program- ming of computers by means of natural selection cam- bridge.MA: MIT Press, 4:87–112, 1992.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Genetic programming: on the program- ming of computers by means of natural selection cam- bridge.MA: MIT Press, 4:87–112, 1992

Reference 51

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source=pdf_text observed=2026-08-07T04:07:25.895522Z digest=sha256:6e52e7712ecc5c075baaae28dacc035c7e62c3e26eb4907c6f8e6065d7fe46c5

Observation fa46e312-dee5-4582-beef-fd9aab2cba90 · outbound

This paper cites A case study of llm for auto- mated vulnerability repair: Assessing impact of reason- ing and patch validation feedback.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments A case study of llm for auto- mated vulnerability repair: Assessing impact of reason- ing and patch validation feedback

Reference 52

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source=pdf_text observed=2026-08-07T04:07:25.899404Z digest=sha256:ed3f9b47f8ad70985c5af6e9ce7b96fb60af5d909f33a6fabf4de47d85ea2b14

Observation c7b9da58-13a9-47c0-9714-fdcbd51d6832 · outbound

This paper cites Verismart: a formal verification tool for so- lidity smart contracts.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Verismart: a formal verification tool for so- lidity smart contracts

Reference 53

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source=pdf_text observed=2026-08-07T04:07:25.902535Z digest=sha256:5b21153ec8d3f1d7396ca5e71ade0da8c0bfc91f5e01a90e8e422c9276e6ba29

Observation 8c71ca71-67c7-4791-bb73-14dded8f142e · outbound

This paper cites Genprog: A generic method for automatic software repair.IEEE Transactions on Software Engineering (TSE), 38(1):54–72, 2012.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Genprog: A generic method for automatic software repair.IEEE Transactions on Software Engineering (TSE), 38(1):54–72, 2012

Reference 54

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source=pdf_text observed=2026-08-07T04:07:25.905946Z digest=sha256:acb81e1a87664a47eece0cfedeb2a4940de9094bd22742d9def638950742b9fa

Observation 21f257d7-0b57-4a4c-b54d-b61d022b1505 · outbound

This paper cites Mem- Fix: Static analysis-based repair of memory dealloca- tion errors for C.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Mem- Fix: Static analysis-based repair of memory dealloca- tion errors for C

Reference 55

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source=pdf_text observed=2026-08-07T04:07:25.909194Z digest=sha256:085e9acdfb777860388c920a0cd1a126f9dc9297ea7c726af097ccc4be27bc77

Observation f9edefff-80bb-4e2c-bb90-42753245ef8a · outbound

This paper cites NPEX: Repairing Java null pointer exceptions without tests.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments NPEX: Repairing Java null pointer exceptions without tests

Reference 56

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source=pdf_text observed=2026-08-07T04:07:25.912428Z digest=sha256:b5551e960c1f76987bd4baf4869220546380b74f687ed1779437efa0a3e9b4c9

Observation d9e903e6-3722-4b1e-9a5f-57bcdca8dd81 · outbound

This paper cites Retrieval-augmented generation for knowledge- intensive nlp tasks.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Retrieval-augmented generation for knowledge- intensive nlp tasks

Reference 57

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source=pdf_text observed=2026-08-07T04:07:25.915568Z digest=sha256:98756d2d1672000fea72314d8f0059c565c14a0571b666db7182dc701afc6b4f

Observation 2998664a-6c9a-4690-9052-dc7bf0fce69d · outbound

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

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Regexscalpel: Reg- ular expression denial of service (redos) defense by localize-and-fix

Reference 58

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source=pdf_text observed=2026-08-07T04:07:25.919118Z digest=sha256:7635fe8273f8ab4cf104e589bea2010e3fd41f1c482f53fb21e6c3f0ce9fa5c3

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

This paper cites SoK: Towards Effective Automated Vulnerability Repair.

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=sha256:20f5bc9a7b66e319b06af291e846fefb2840957949e8daf8363ac6c373a22115

Observation bbb7ad63-6d0c-4100-bda2-931deab3534d · outbound

This paper cites On the effectiveness of function-level vulnerability detectors for inter-procedural vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments On the effectiveness of function-level vulnerability detectors for inter-procedural vulnerabilities

Reference 60

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source=pdf_text observed=2026-08-07T04:07:25.926915Z digest=sha256:d7d8c398d1e0057e81cdff5d3af712a971aa1868fb7b915ba4ebf00c58cef693

Observation 597e9a75-a044-4ae5-a3e6-f652d468ab04 · outbound

This paper cites Vuldeelocator: A deep learning-based fine-grained vulnerability detector.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vuldeelocator: A deep learning-based fine-grained vulnerability detector

Reference 61

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source=pdf_text observed=2026-08-07T04:07:25.930346Z digest=sha256:cc959d8e21ad2e598f829ce5f8f9f6893df98b53e791bfaecb305dc5cfc87e27

Observation e5278986-0ff8-4c0a-b4da-41df109ddea0 · outbound

This paper cites One size does not fit all: Multi- granularity patch generation for better automated pro- gram repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments One size does not fit all: Multi- granularity patch generation for better automated pro- gram repair

Reference 62

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source=pdf_text observed=2026-08-07T04:07:25.933627Z digest=sha256:7815a2b73f221e63825e755f07f46a8696bc4bec9c6ca3d2048a02dbf9686b0b

Observation c52af7c8-eb84-40a7-b8bf-a4263d647a59 · outbound

This paper cites Autopag: Towards automated software patch generation with source code root cause identi- fication and repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Autopag: Towards automated software patch generation with source code root cause identi- fication and repair

Reference 63

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source=pdf_text observed=2026-08-07T04:07:25.936898Z digest=sha256:f915d12f4e05924b5f91897d84797dfdf8419d7afa77299dd0643ff95e533426

Observation 84e6a742-d088-40ae-8c20-bd7358e4435b · outbound

This paper cites Exploring chatgpt’s capabilities on vulnerability management.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Exploring chatgpt’s capabilities on vulnerability management

Reference 64

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source=pdf_text observed=2026-08-07T04:07:25.940268Z digest=sha256:591fe5b5d4ddecabc21d328955b8b702ccbd7baa989e741e86c39985439dbf1f

Observation 9bb4fc75-b465-4bbb-8ac0-fe89d34f77a2 · outbound

This paper cites Program repair guided by datalog- defined static analysis.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Program repair guided by datalog- defined static analysis

Reference 65

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source=pdf_text observed=2026-08-07T04:07:25.943505Z digest=sha256:fdbdda6f34a6b485d8199c16a1e82dfdf49d6f30010e6b82f305431ace3dab77

Observation b0a5c6c0-c461-4e0c-aea0-a455d83a87ac · outbound

This paper cites Undefinedbehaviorsanitizer.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Undefinedbehaviorsanitizer

Reference 66

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source=pdf_text observed=2026-08-07T04:07:25.946802Z digest=sha256:71434041c6548d0b765816429b2a1411ed3a1df1949c5428cd86da433739c269

Observation c5e82750-130e-43e2-8137-14b640556854 · outbound

This paper cites SoK: Security of programmable logic controllers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments SoK: Security of programmable logic controllers

Reference 67

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source=pdf_text observed=2026-08-07T04:07:25.950388Z digest=sha256:7d44b3faf80cfb019e71032671f0c3f28f49b2c003c23854980908c4efb0b819

Observation 0ef468ed-c67e-45e9-8c2a-38f61f8ccd28 · outbound

This paper cites Making smart contracts smarter.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Making smart contracts smarter

Reference 68

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source=pdf_text observed=2026-08-07T04:07:25.953655Z digest=sha256:470232e7c013b92b14b9619da98bde02681bd8787d5af5711d8847de7e98a04d

Observation dc0055ad-307b-47fa-b526-5559cc25896b · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-07T04:07:25.957203Z digest=sha256:b2e3f9411e4e120bd9ed1a1c8a03601c1561a70ae7c7ecd18b94abe59f3cc30b

Observation 8d2fd0ef-9345-45af-a1f9-067f03d681e8 · outbound

This paper cites Vurle: Automatic vulnerability detec- tion and repair by learning from examples.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vurle: Automatic vulnerability detec- tion and repair by learning from examples

Reference 70

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source=pdf_text observed=2026-08-07T04:07:25.960695Z digest=sha256:9021b8f9fd2b988eae6931744d1ce784a45e3a729ea5ae3daae66295de0a6cfd

Observation dcb11d85-9b4c-4d46-b34e-b1fe1c2112e5 · outbound

This paper cites Symbolic execution with existential second-order constraints.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Symbolic execution with existential second-order constraints

Reference 71

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source=pdf_text observed=2026-08-07T04:07:25.964063Z digest=sha256:a6bee7241c9408e98afc6271c79196145ed5586ab50f10fd4f95680e24aad1e2

Observation c0608313-7ba9-4da9-8039-2ff660977b38 · outbound

This paper cites Angelix: scalable multiline program patch syn- thesis via symbolic analysis.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Angelix: scalable multiline program patch syn- thesis via symbolic analysis

Reference 72

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source=pdf_text observed=2026-08-07T04:07:25.967440Z digest=sha256:d2fa1b6800ede681ff04f7f5a8f5cd4d55098091e65821cb73c5f53c58d78498

Observation 6b1df572-1355-45b2-927d-322e09fb506a · outbound

This paper cites Large language model guided protocol fuzzing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Large language model guided protocol fuzzing

Reference 73

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unresolved
no resolver link, observed 2026-08-07T04:07:25.970740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.970740Z digest=sha256:fc3ad192c36158692f42b12de7ff05788718a580f85116b8ccc85155130855d6

Observation ea4bebac-3232-42d8-bf5b-76898d6efbaa · outbound

This paper cites Cohen, and Justyna Petke.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Cohen, and Justyna Petke

Reference 74

Resolution
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no resolver link, observed 2026-08-07T04:07:25.973951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.973951Z digest=sha256:f884f982b821f702cfaed57590866056e4eb6c94e698a3e157185d630f582e6b

Observation 75272319-08bb-49ec-96d1-b8e77edfe87a · outbound

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

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulchecker: Graph-based vulnerability localization in source code

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:25.977431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.977431Z digest=sha256:3864f2f0a36c5cb6844134e65f60525aaf9e047c3d43a05f3429cb48da83975c

Observation 06c1a81c-e4d8-46b3-843e-b0eef5443042 · outbound

This paper cites Common weakness enumeration.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Common weakness enumeration

Reference 76

Resolution
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no resolver link, observed 2026-08-07T04:07:25.980846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.980846Z digest=sha256:17cf63784f32299120fc4c83b59ecb2c26666b30bce2b143b01dbb093bcc302c

Observation 29648bec-9e26-4623-a80f-22be33ea76ba · outbound

This paper cites Automatic software repair: A bib- liography.ACM Computing Surveys (CSUR), 51(1):1– 24, 2018.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automatic software repair: A bib- liography.ACM Computing Surveys (CSUR), 51(1):1– 24, 2018

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.193800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:25.984079Z digest=sha256:8e9e921a4f2e0355bbeb4d62d9e5a2a33f420cc5d1be452257ef4c5b5143022d

Observation 84437baf-410b-468b-8ea9-3e7812efb97d · outbound

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

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments PhD thesis, HAL Archives Ouvertes, 2018

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.182369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:25.987488Z digest=sha256:8524cf4b20fbb2bef7691540fca439df58f3fd9cf022de53d71655136267b7bd

Observation 2d2296d9-2122-4e1a-94ab-04b8dde4ecf2 · outbound

This paper cites Under- standing the reproducibility of crowd-reported security vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Under- standing the reproducibility of crowd-reported security vulnerabilities

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.170811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:25.990644Z digest=sha256:89693b9851e2e82ff46a6b4e37eeb884a5a8e2d2d8a44b49481f8a5b6a281cf6

Observation 0dc03b04-8afc-45e3-afef-eb278b5f7e38 · outbound

This paper cites Intrepair: Informed repairing of integer overflows.IEEE Transactions on Software Engineering (TSE), 47(10):2225–2241, 2019.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Intrepair: Informed repairing of integer overflows.IEEE Transactions on Software Engineering (TSE), 47(10):2225–2241, 2019

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.158874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:25.993802Z digest=sha256:aa2d6d8e1e7bfbedae88302844bd1f95e82b1b867d229615cc5a1cb605547f33

Observation c5c6a118-2562-40a7-b3a6-6a353cce3ea1 · outbound

This paper cites Nguyen, Long H.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Nguyen, Long H

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.147052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:25.997031Z digest=sha256:e8a6097c27836356b0dedc6c62f6638e2edfbdba7fc014f8c8e35512c744ddb8

Observation 053e7112-7747-4c16-968a-6f872ca7b3b0 · outbound

This paper cites Megavul: A c/c++ vulnerability dataset with comprehensive code representations.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Megavul: A c/c++ vulnerability dataset with comprehensive code representations

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.135973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.000546Z digest=sha256:45e4cfc522a86fde966f1b324cb87f8f1ca00a6528fc0f0778c875c2dbe691c9

Observation 4fa6834d-cb5b-4064-9da6-9116c94cbfc9 · outbound

This paper cites Crossvul: a cross- language vulnerability dataset with commit data.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Crossvul: a cross- language vulnerability dataset with commit data

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.124747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.004135Z digest=sha256:d10f37599cf126c574cc2f2f7fd1537f81a43697284e33bc6b6108c26530e498

Observation a2b2bb62-f109-4644-bd47-386d4a47c5e3 · outbound

This paper cites Trust enhancement issues in program repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Trust enhancement issues in program repair

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.113500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.007658Z digest=sha256:ec74f5297b465194b7e3e135013401f56b6ef638d184ce5a46f93e604292361d

Observation 728736ea-a334-45cb-8b3a-86321f896d65 · outbound

This paper cites Vulgen: Realistic vulnerability genera- tion via pattern mining and deep learning.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulgen: Realistic vulnerability genera- tion via pattern mining and deep learning

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.101546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.011397Z digest=sha256:7d8475f3f54219bf55006f343b6d7cf8cd19194c3795c9f558c4855b96fee385

Observation 88731a96-fccf-42c6-8472-8d2dd3e2f89c · outbound

This paper cites Berger, and Benjamin G.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Berger, and Benjamin G

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.090393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.014862Z digest=sha256:e9b8229ac5ec0a8b6024e692c9ae9b095c9bd624efd50bd8bfe84be9e0e2b120

Observation 582aee2d-53ea-492c-94bb-050ee11a1e2d · outbound

This paper cites Nvd categories.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Nvd categories

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.079598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.018202Z digest=sha256:ca410788c629ea886fea87b73759af796d23b4d0cb450de83ea55d6ece689e98

Observation ac28f198-88f3-43aa-86f5-795e309b47bf · outbound

This paper cites Report on the static analysis tool exposition (sate) iv.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Report on the static analysis tool exposition (sate) iv

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.068435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.021905Z digest=sha256:af60862ca03b16d089741671ed370ae21f4918a6339324ddd3721e2c8e8609b7

Observation 82872747-b634-435a-87aa-6b9af851f913 · outbound

This paper cites Opentext fortify static code ana- lyzer.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Opentext fortify static code ana- lyzer

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.057304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.025370Z digest=sha256:d9d8dcabc1095b6dffc28288a39266246ea8b5e4d1b548928cd546cdc28483e1

Observation 6a2c501c-7ef8-4200-92d9-485a99945752 · outbound

This paper cites Automating zero-shot patch porting for hard forks.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automating zero-shot patch porting for hard forks

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.046028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.029114Z digest=sha256:2b56cb144555832c15a2225151aba5dc8fe60c31b176eb45744332c6fd427cd3

Observation 0b23879c-1975-4c73-a307-f3818de2b966 · outbound

This paper cites Benzene: A practical root cause analysis system with an under-constrained state mutation.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Benzene: A practical root cause analysis system with an under-constrained state mutation

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.034551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.032784Z digest=sha256:2178222900dbdf3e4ee6722c161bc16812c3051daa8e0a66f4f02c544c6972f2

Observation ac6503f9-1165-40f6-b3ff-9e7ed97195f3 · outbound

This paper cites Parkinson and Gavin M.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Parkinson and Gavin M

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.023416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.036174Z digest=sha256:e3e7172c4cc8783bff654df868ba1c0828d66ba978fee58f34c830c573675b0f

Observation 59ea3761-f5c7-4da7-8f6f-ad73781d7f78 · outbound

This paper cites Examining zero-shot vulnerability repair with large language mod- els.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Examining zero-shot vulnerability repair with large language mod- els

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.012418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.039563Z digest=sha256:ea80d41b7f5e91c0a94fb9239bf59db203525744760e0166be755a1602f345ea

Observation 5ca7d2b9-dadd-4e3e-936c-0f9018fb31dd · outbound

This paper cites A comparative study of automatic program repair tech- niques for security vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments A comparative study of automatic program repair tech- niques for security vulnerabilities

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.001053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.042887Z digest=sha256:d3d52431562395155b5a0099b519a4ced389a224c896d6b5a69521c607f06820

Observation 6d19d5ee-17d4-46aa-80eb-254a7f7e606c · outbound

This paper cites Reynolds.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Reynolds

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.989927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.046310Z digest=sha256:ac78c6021c027405967fa7698c516c62a34f617ffd920a99ec58234d300e0de2

Observation 459eb231-f816-430a-a800-230981e3d067 · outbound

This paper cites Evmpatch: Timely and automated patch- ing of ethereum smart contracts.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Evmpatch: Timely and automated patch- ing of ethereum smart contracts

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.978907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.049721Z digest=sha256:fc9c12d98e0e64e401ab6cda19563fd693fb4b1bde6c5fd51ddba49b95644e2e

Observation 02f57205-f2a7-432b-bf64-e5bda37f5b24 · outbound

This paper cites Vulnerability and threat trends report 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulnerability and threat trends report 2024

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.967752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.052989Z digest=sha256:223bb7dd27a6c24aeda30fe7b2730853eb95b94504f843074fd11d0ac70f5b10

Observation b999a5a8-3fa0-4de9-b004-a80b0149a24c · outbound

This paper cites Concolic testing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Concolic testing

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.956221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.056470Z digest=sha256:89b9a6f139f892b99807f7de655d62d745d22bac13b754910bd3f3ff746d52f7

Observation 5125fb1d-9c2e-434d-a2c8-03f95b3df822 · outbound

This paper cites AddressSanitizer: A fast address sanity checker.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments AddressSanitizer: A fast address sanity checker

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.944981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.059960Z digest=sha256:5d80a919fc636e3fa5f0499c4e9edb959dad3960eecaaadc993cbd26e434325a

Observation 7d800be2-92c2-40f4-a03c-f6b8524b091f · outbound

This paper cites Leakpair: Proactive repairing of memory leaks in single page web applications.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Leakpair: Proactive repairing of memory leaks in single page web applications

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.933886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T04:07:26.063349Z digest=sha256:46d51f676f0523e66067e715871f0a2c2736334c9834d129092160b6ba6b5c24

Pith citing papers

Observation eda7427e-65f4-4ccb-a686-4742b5b712b8 · inbound

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

VulnRepairEval: An Exploit-Based Evaluation Framework for Assessing Large Language Model Vulnerability Repair Capabilities SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T11:02:54.274440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:02:54.274440Z digest=sha256:e3b96b722fb8128a05f15e508380f7601b000318dab890ad6c50dcfca61b7ddc

Observation cccaa113-6684-4a44-8d05-150d0c693040 · inbound

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

MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-19T23:07:51.134674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-19T23:06:05.988893Z digest=sha256:373e29f11ac5fee1e5b485296dc0fd47c7fd730adf087b725dc2e0eafb6a4483