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Paper Citation Record · LEDGER

Stylometric Defenses Against Author Impersonation in Software Repositories

As of 8 August 2026, this Paper Citation Record lists 88 of 88 outbound references and 0 inbound Pith citation observations for arXiv:2608.02695.

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

pith.paper-citation-record.v1
2608.02695 v1

Coverage vector

measured 88 of 88 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:16:15.620397Z

measured 88 of 88 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

88 of 88 outbound references displayed

  • verified exact10
  • verified fuzzy16
  • unresolved50
  • parse uncertain0
  • malformed identifier7
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 80972a32-60a0-4035-bc65-2a68fdbd4d27 · outbound

This paper cites Secure Software Development Framework (SSDF) version 1.1 : recommendations for mitigating the risk of software vulnerabilities.

Stylometric Defenses Against Author Impersonation in Software Repositories Secure Software Development Framework (SSDF) version 1.1 : recommendations for mitigating the risk of software vulnerabilities

Reference 1

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source=pdf_text observed=2026-08-07T00:16:12.835309Z digest=sha256:55ca6450256c7516c8245af272c65b2ffb6d7b779c0c28473952c2f8132927d6

Observation 9a5d704c-95bb-4717-be23-85ca80a202b8 · outbound

This paper cites Devphish: Exploring so- cial engineering in software supply chain attacks on de- velopers.

Stylometric Defenses Against Author Impersonation in Software Repositories Devphish: Exploring so- cial engineering in software supply chain attacks on de- velopers

Reference 2

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source=pdf_text observed=2026-08-07T00:16:12.841529Z digest=sha256:b29c7cd0617286dc4364bc46326208b1087de473a358de4b8d1dbb86c1579d23

Observation 046b9a8c-f9e7-43fb-8f37-1154d05c0ef6 · outbound

This paper cites Research directions in software supply chain security.ACM Transactions on Software Engineering and Methodology, 34(5):1–38, 2025.

Stylometric Defenses Against Author Impersonation in Software Repositories Research directions in software supply chain security.ACM Transactions on Software Engineering and Methodology, 34(5):1–38, 2025

Reference 3

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source=pdf_text observed=2026-08-07T00:16:12.864775Z digest=sha256:093144baffe547901ce4305d87d311e57c45b3ec24c31cf1a7bcc2412e4f5f8a

Observation c672007b-8bcd-44d2-9171-777e24a08896 · outbound

This paper cites Update on git.php.net incident, April 2021.

Stylometric Defenses Against Author Impersonation in Software Repositories Update on git.php.net incident, April 2021

Reference 4

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source=pdf_text observed=2026-08-07T00:16:12.894752Z digest=sha256:8cfa2373f73eb71a119c6cd77f4938bed8e044a129ac18a36ee9ad1e982b473b

Observation 31cb558d-1b95-4488-9b51-1a2eaf08d908 · outbound

This paper cites git.php.net server compromised, move to GitHub, and delayed updates, March 2021.

Stylometric Defenses Against Author Impersonation in Software Repositories git.php.net server compromised, move to GitHub, and delayed updates, March 2021

Reference 5

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source=pdf_text observed=2026-08-07T00:16:12.956711Z digest=sha256:b9e55145f0b3e8d2da4e51046fabde18505bf68f7ce44b976ec6bfd63ff6564d

Observation 84123b65-d270-4051-a479-d3085a0d3892 · outbound

This paper cites Re- ported supply chain compromise affecting xz utils data compression library, cve-2024-3094, 2024.

Stylometric Defenses Against Author Impersonation in Software Repositories Re- ported supply chain compromise affecting xz utils data compression library, cve-2024-3094, 2024

Reference 6

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source=pdf_text observed=2026-08-07T00:16:12.972469Z digest=sha256:828edea00404ac3f6456c0a34e422839df379075598313ea4c451aa3534f0116

Observation 38cebc1d-d385-439c-807a-1c913509606d · outbound

This paper cites ForceMemo: Hundreds of GitHub Python Repos Compromised via Account Takeover and Force-Push, March 2026.

Stylometric Defenses Against Author Impersonation in Software Repositories ForceMemo: Hundreds of GitHub Python Repos Compromised via Account Takeover and Force-Push, March 2026

Reference 7

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source=pdf_text observed=2026-08-07T00:16:12.981609Z digest=sha256:8ed7119a60ab5c90339d7d463b6651b8496cd1158a0830508a94581b341e3dbd

Observation a00e3f20-42d1-452f-a718-886ca7793aa2 · outbound

This paper cites De-anonymizing programmers via code stylometry.

Stylometric Defenses Against Author Impersonation in Software Repositories De-anonymizing programmers via code stylometry

Reference 8

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source=pdf_text observed=2026-08-07T00:16:12.989739Z digest=sha256:e01ade62cc6e2e1e076f439279354587060015cd62412aee08bcb717fea2697d

Observation 09522584-9ed1-496c-887e-857f2053ffcd · outbound

This paper cites Git blame who?: Stylistic author- ship attribution of small, incomplete source code frag- ments.Proceedings on Privacy Enhancing Technologies, 2019(3):389–408, 2019.

Stylometric Defenses Against Author Impersonation in Software Repositories Git blame who?: Stylistic author- ship attribution of small, incomplete source code frag- ments.Proceedings on Privacy Enhancing Technologies, 2019(3):389–408, 2019

Reference 9

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source=pdf_text observed=2026-08-07T00:16:12.992585Z digest=sha256:b150b8aff689e46cc5eebd6ccbcde78570b4bbcf574bc94f0621d8248aaa6f4b

Observation d0028250-9635-47fe-922a-1ea436fc95f4 · outbound

This paper cites Authorship attribution of source code: a language-agnostic approach and applicability in software engineering.

Stylometric Defenses Against Author Impersonation in Software Repositories Authorship attribution of source code: a language-agnostic approach and applicability in software engineering

Reference 10

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source=pdf_text observed=2026-08-07T00:16:13.000600Z digest=sha256:e377e612c3ea69a89d2586456120f127b679cbe00c2c5426d674ef5f953f8c75

Observation 5fe15534-0d25-469a-b339-0fe98905a811 · outbound

This paper cites Unixcoder: Unified cross-modal pre-training for code representation.

Stylometric Defenses Against Author Impersonation in Software Repositories Unixcoder: Unified cross-modal pre-training for code representation

Reference 11

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source=pdf_text observed=2026-08-07T00:16:13.010461Z digest=sha256:5f249aea9a0bb29615795505580f4038a1b77e43100df20eb3f6870d12d619c7

Observation ef26dd87-ec3f-4abc-b309-ede8d251218f · outbound

This paper cites SoK: Taxonomy of attacks on open- source software supply chains.

Stylometric Defenses Against Author Impersonation in Software Repositories SoK: Taxonomy of attacks on open- source software supply chains

Reference 12

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no resolver link, observed 2026-08-07T00:16:13.031863Z

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source=pdf_text observed=2026-08-07T00:16:13.031863Z digest=sha256:3cee88be4f40ae2aa2ad217aff624d4aeaf11eee3531dd5d6cd97da1d6d53d7d

Observation 6ad3fc70-5825-45d2-a91f-cc8fce6bbff1 · outbound

This paper cites Backstabber’s knife collection: A review of Stylometric Defenses Against Author Impersonation in Software Repositories — 16/24 open source software supply chain attacks.

Stylometric Defenses Against Author Impersonation in Software Repositories Backstabber’s knife collection: A review of Stylometric Defenses Against Author Impersonation in Software Repositories — 16/24 open source software supply chain attacks

Reference 13

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verified exact
doi, observed 2026-08-07T00:16:18.512351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.086761Z digest=sha256:6381803eede338bc3d63df42fda63fc6bcb015a864e40251e0807b5dd6c2bdb3

Observation 99fe4c1a-e2f9-4a00-896f-d369419b4511 · outbound

This paper cites A comparison of code–similarity analysers.Em- pirical Software Engineering, 23(4):2464–2519, 2018.

Stylometric Defenses Against Author Impersonation in Software Repositories A comparison of code–similarity analysers.Em- pirical Software Engineering, 23(4):2464–2519, 2018

Reference 14

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verified exact
doi, observed 2026-08-07T00:16:18.349716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.114850Z digest=sha256:4ffd0acffb356d1a1e3331b3ec4b8fa35f57043e1264ac8fbc9bedd251c25938

Observation 9389339d-d9ab-469b-85df-6fd7d622294b · outbound

This paper cites Detecting suspicious package updates.

Stylometric Defenses Against Author Impersonation in Software Repositories Detecting suspicious package updates

Reference 15

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source=pdf_text observed=2026-08-07T00:16:13.139197Z digest=sha256:943cc1035fd43bc3147775c9bf9899c6523aa1edbc55e3731a886093b0197a1f

Observation 2d91adfa-b51f-40b9-ab20-2b1e95ed2ea3 · outbound

This paper cites Scalable source code similarity detection in large code repositories.EAI Endorsed Transactions on Scalable Information Systems, 6(22), 2019.

Stylometric Defenses Against Author Impersonation in Software Repositories Scalable source code similarity detection in large code repositories.EAI Endorsed Transactions on Scalable Information Systems, 6(22), 2019

Reference 16

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raw_fallback, observed 2026-08-07T00:16:24.004662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.148726Z digest=sha256:287a22c4e99764d226047241f3130a748d78de2732a9ceddc7be171d412e899d

Observation f9181af9-0157-4ca8-8c06-25884084d2c6 · outbound

This paper cites Evaluating automatically generated yara rules and enhancing their effectiveness.

Stylometric Defenses Against Author Impersonation in Software Repositories Evaluating automatically generated yara rules and enhancing their effectiveness

Reference 17

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source=pdf_text observed=2026-08-07T00:16:13.161558Z digest=sha256:c02c8f1c63da9b7ac60a0ecca3468ebce22d4107637c4ea97f7431fd5778ad76

Observation f3468916-27ed-4ca8-8fe5-985ce7d3286b · outbound

This paper cites Malicious source code de- tection using a translation model.Patterns, 4(7):100773,.

Stylometric Defenses Against Author Impersonation in Software Repositories Malicious source code de- tection using a translation model.Patterns, 4(7):100773,

Reference 18

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Observation 5a240046-153c-46a1-b693-5016747b8971 · outbound

This paper cites SoK: A Defense-Oriented Evaluation of Software Supply Chain Security.

Stylometric Defenses Against Author Impersonation in Software Repositories SoK: A Defense-Oriented Evaluation of Software Supply Chain Security

Reference 19

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source=pdf_text observed=2026-08-07T00:16:13.201220Z digest=sha256:3d0b2ab8cf5be37fa79f46e18fe428da2b29658f1b537435f974e4b3ceeed11c

Observation 84e8f4ec-0688-40f7-9ca9-754849a68a71 · outbound

This paper cites URL https://doi.org/10.1016/j.patter.2023.

Stylometric Defenses Against Author Impersonation in Software Repositories URL https://doi.org/10.1016/j.patter.2023

Reference 20

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metadata mismatch
raw_fallback, observed 2026-08-07T00:16:23.523558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.183896Z digest=sha256:a3238c7e884c363b0cd2f9e5942efe21991ba23e43f801ce110b467e4ae7ab79

Observation 528b0952-b32b-4e6d-ba8d-af25ab5d5d30 · outbound

This paper cites Towards robust detection of open source software supply chain poisoning attacks in in- dustry environments.

Stylometric Defenses Against Author Impersonation in Software Repositories Towards robust detection of open source software supply chain poisoning attacks in in- dustry environments

Reference 21

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Observation 849d065d-e590-4eca-9f33-0cc5ddac413a · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-07T00:16:13.325636Z digest=sha256:30f3c40cdecf5d0b6b2aeeffc83c9c254b79952cd8a50973b26c05243de0ba55

Observation 061e0b4a-f8fc-40ef-b49f-2648a9ac0ef2 · outbound

This paper cites A survey of mal- ware detection techniques.

Stylometric Defenses Against Author Impersonation in Software Repositories A survey of mal- ware detection techniques

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-07T00:16:31.008423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.245692Z digest=sha256:805f5997fd4dd5866837504e1b6acd1867f4b41d2f1bad9ec4c2d8ca2e1b5102

Observation d61bd771-e484-458a-9664-440a56737902 · outbound

This paper cites Attributing open-source contributions is critical but difficult: A systematic analysis of github prac- tices and their impact on software supply chain security.

Stylometric Defenses Against Author Impersonation in Software Repositories Attributing open-source contributions is critical but difficult: A systematic analysis of github prac- tices and their impact on software supply chain security

Reference 24

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metadata mismatch
raw_fallback, observed 2026-08-07T00:16:22.544169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.438209Z digest=sha256:a6e9c8a9abcad136a98f838ebd96fdb73b20fcdfbc975b53960453cf802a20fd

Observation 2ae1b6b1-82b1-4e53-9383-ebbeaaf61919 · outbound

This paper cites Integra- tion of static and dynamic code stylometry analysis for programmer de-anonymization.

Stylometric Defenses Against Author Impersonation in Software Repositories Integra- tion of static and dynamic code stylometry analysis for programmer de-anonymization

Reference 25

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unresolved
no resolver link, observed 2026-08-07T00:16:13.465617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.465617Z digest=sha256:e82bd83672235e1d39eed6c121e656d1a078c24844f7262cb219e7849771c193

Observation a0e58f4a-0baf-4c7b-95d6-325dc83eb0ed · outbound

This paper cites Evading machine learning malware classifiers.

Stylometric Defenses Against Author Impersonation in Software Repositories Evading machine learning malware classifiers

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:30.714754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.375555Z digest=sha256:aac5aae3b9a83cd857359184502ed3789b0bb6ca7b008dc020b30df8ceadbc68

Observation 37ae064c-2b91-4a68-8972-c0b32cfb44cf · outbound

This paper cites Authorship attribution with topic models.Computational Stylometric Defenses Against Author Impersonation in Software Repositories — 17/24 Linguistics, 40(2):269–310, 2014.

Stylometric Defenses Against Author Impersonation in Software Repositories Authorship attribution with topic models.Computational Stylometric Defenses Against Author Impersonation in Software Repositories — 17/24 Linguistics, 40(2):269–310, 2014

Reference 27

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malformed identifier
no resolver link, observed 2026-08-07T00:16:13.512840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.512840Z digest=sha256:4c6351205dcaedbca3c4ece019f5de0fe27f6508453388aa026c6c5dcd0542af

Observation 65dd61e6-8578-4107-8ba4-e2f9a517922b · outbound

This paper cites Dataset char- acteristics for reliable code authorship attribution.IEEE Transactions on Dependable and Secure Computing, 20 (1):506–521, 2023.

Stylometric Defenses Against Author Impersonation in Software Repositories Dataset char- acteristics for reliable code authorship attribution.IEEE Transactions on Dependable and Secure Computing, 20 (1):506–521, 2023

Reference 28

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unresolved
no resolver link, observed 2026-08-07T00:16:13.544023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c45d3ead-74aa-4b18-8bc2-82d5f0713250 · outbound

This paper cites Mis- leading authorship attribution of source code using ad- versarial learning.

Stylometric Defenses Against Author Impersonation in Software Repositories Mis- leading authorship attribution of source code using ad- versarial learning

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:29.562458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 678a6f92-3a61-4c86-8d3b-1c0fe88ee044 · outbound

This paper cites Overview of the authorship verification task at pan 2023.

Stylometric Defenses Against Author Impersonation in Software Repositories Overview of the authorship verification task at pan 2023

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:29.966075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.491619Z digest=sha256:882069537d7384633807fcdd4276f8fa341ba7dc48be6f3286631717b4b87e4a

Observation 18ef3bf6-0700-45e0-b02a-613e0ee125b5 · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:16:29.738677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.497814Z digest=sha256:2b54b18f44c0b7a8608c0089707a2a3fffc4a288460e6cc8148440acd4074cb2

Observation b35840eb-e1a8-45fc-905a-7799c95fb376 · outbound

This paper cites Code authorship identification using convolutional neural net- works.Future Generation Computer Systems, 95:104– 115, 2019.

Stylometric Defenses Against Author Impersonation in Software Repositories Code authorship identification using convolutional neural net- works.Future Generation Computer Systems, 95:104– 115, 2019

Reference 32

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unresolved
no resolver link, observed 2026-08-07T00:16:13.667166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.667166Z digest=sha256:47dde72a4d3aa2366e3c98aa1c61de61e9c0b847ad9153c632376b0945536462

Observation 34c1b8c4-d86e-4013-9481-251ad227d148 · outbound

This paper cites Deep metric learning for code authorship attribution and verification.

Stylometric Defenses Against Author Impersonation in Software Repositories Deep metric learning for code authorship attribution and verification

Reference 33

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unresolved
no resolver link, observed 2026-08-07T00:16:13.691653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.691653Z digest=sha256:edc6eecbcc5239d857aacde66d10f0f59ed0cbb06f66daf8c88fc7a9ea317687

Observation 4c05cf53-a0bd-4396-956e-5370df185106 · outbound

This paper cites H., Tian, Yuan, and Song, Leo.

Stylometric Defenses Against Author Impersonation in Software Repositories H., Tian, Yuan, and Song, Leo

Reference 34

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unresolved
no resolver link, observed 2026-08-07T00:16:13.734750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.734750Z digest=sha256:f1175a6bda009156436b35e3ba239da7b94a25e0d53c3d406d6fa125981abbc2

Observation f1c92762-bee6-45f4-9de0-544208e740f2 · outbound

This paper cites SHIELD: Thwarting code authorship attribution.IEEE Transactions on Depend- able and Secure Computing, 22(5):4753–4767, 2025.

Stylometric Defenses Against Author Impersonation in Software Repositories SHIELD: Thwarting code authorship attribution.IEEE Transactions on Depend- able and Secure Computing, 22(5):4753–4767, 2025

Reference 35

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unresolved
no resolver link, observed 2026-08-07T00:16:13.608344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.608344Z digest=sha256:4b56137ad2ac45b0b5fc67a04304e2be32126dbb5bc6d1d5d0e0622f2f87f614

Observation ae7c1fcf-437a-4c08-be46-8884486e7849 · outbound

This paper cites Authorship attribution of source code by using back propagation neural network based on particle swarm optimization.PLOS ONE, 12(11):e0187204, November.

Stylometric Defenses Against Author Impersonation in Software Repositories Authorship attribution of source code by using back propagation neural network based on particle swarm optimization.PLOS ONE, 12(11):e0187204, November

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:29.399973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.629662Z digest=sha256:8be9ed84008293bc7709cc1f2ff6da9ec3b28dfd8ccb79573972b6f6586cdc37

Observation 73ad10aa-7828-4260-afcb-4ab026716ca8 · outbound

This paper cites Codebert: A pre-trained model for programming and natural lan- guages.

Stylometric Defenses Against Author Impersonation in Software Repositories Codebert: A pre-trained model for programming and natural lan- guages

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:13.928196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.928196Z digest=sha256:c6b48516fb865b624a094c7dce31ef67ef7a42ae82b3626c158f19fe3570d4a9

Observation d44165d5-1620-4dd3-8db1-a0626ba89e2c · outbound

This paper cites Graphcodebert: Pre- training code representations with data flow.

Stylometric Defenses Against Author Impersonation in Software Repositories Graphcodebert: Pre- training code representations with data flow

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:28.584758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.965424Z digest=sha256:8d3a6fdb9878ec88f7119dee6098538f61e7ae4ad65355b744c3f3ff0be5c611

Observation d9c7b070-7d2b-4c29-95dd-6adfe8ec898e · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:16:28.126638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.038338Z digest=sha256:1676c118130a3ecee7c3f88eaaee60728c2281256c35c0ecb908d62e3d95ec7e

Observation 47eec53f-363a-4087-9d59-e9df9f3650d1 · outbound

This paper cites CommitBERT: Commit message gener- ation using pre-trained programming language model.

Stylometric Defenses Against Author Impersonation in Software Repositories CommitBERT: Commit message gener- ation using pre-trained programming language model

Reference 40

Resolution
verified exact
doi, observed 2026-08-07T00:16:17.075488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.120795Z digest=sha256:e157e966711076bbc23bbca65af6e1535c3bdef517b71d3cf3a8d0e8570e0eae

Observation 53d7d3de-5678-4281-a900-0cd12a96189b · outbound

This paper cites Large-scale and robust code authorship identification with deep feature learning.ACM Transactions on Privacy and Security, 24(4):23:1–23:35,.

Stylometric Defenses Against Author Impersonation in Software Repositories Large-scale and robust code authorship identification with deep feature learning.ACM Transactions on Privacy and Security, 24(4):23:1–23:35,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:29.236792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.774752Z digest=sha256:279c77a427db7a6b7e2bbf4a3afa716edfb836aa008a2afde8cb5a615a7851a8

Observation 252f061a-b2ce-4f41-ad7e-1a403169f120 · outbound

This paper cites Code representation learning at scale.

Stylometric Defenses Against Author Impersonation in Software Repositories Code representation learning at scale

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:27.875165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.173661Z digest=sha256:ad898c08985e7988b176af8b4f78f1e41b6e0bd7550f8bd10e9f8b72cdba4a70

Observation 7e69a5ba-226d-4a41-9ed7-0bdf485c6eee · outbound

This paper cites Ropgen: Towards robust code authorship attribution via automatic coding style transfor- mation.

Stylometric Defenses Against Author Impersonation in Software Repositories Ropgen: Towards robust code authorship attribution via automatic coding style transfor- mation

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:28.884761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.874755Z digest=sha256:64a561dbab1e40eb84cd778d40cfdc504c454976941ea847135dc65017663cb2

Observation 4416b26e-07ca-46d6-8acc-78004c55ed8c · outbound

This paper cites Clave: A deep learning model for source code authorship verifica- tion with contrastive learning and transformer encoders.

Stylometric Defenses Against Author Impersonation in Software Repositories Clave: A deep learning model for source code authorship verifica- tion with contrastive learning and transformer encoders

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:27.614831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.264758Z digest=sha256:94cd079f7fe3390d0f3e0b15fc204646b5f26d73303f099dc6b9dad84d8a9c77

Observation 38d6d615-0c47-4a3c-b952-2b7e02d0b7f4 · outbound

This paper cites Zero-shot source code author identifica- tion: A lexicon and layout independent approach.

Stylometric Defenses Against Author Impersonation in Software Repositories Zero-shot source code author identifica- tion: A lexicon and layout independent approach

Reference 45

Resolution
verified exact
doi, observed 2026-08-07T00:16:16.924754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.324841Z digest=sha256:6172058dfc8d7392b3babc51ca95e70ce12c69cca1b316ac1ec77e4e17296460

Observation 970a6b4e-6478-4a5f-a101-95dd31f55213 · outbound

This paper cites Determining if two documents are written by the same author.Journal of the Association for Information Science and Technology, 65(1):178–187, 2014.

Stylometric Defenses Against Author Impersonation in Software Repositories Determining if two documents are written by the same author.Journal of the Association for Information Science and Technology, 65(1):178–187, 2014

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.363641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.363641Z digest=sha256:560a14b449dbbb13267670ed15b48cab635bfe4c4c1671814d516ccccbcfbc2f

Observation 38a626b9-7c9f-4355-a3c2-1405617be715 · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:16:28.367436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.014751Z digest=sha256:b5dec1343b4d21a8c23da63bf535dbee01bd76611ad75f4d67f2227ba63fc7b3

Observation d464e0ea-d54d-4267-ac3f-f208e1d4a7d8 · outbound

This paper cites Pydriller: Python framework for mining software repositories.

Stylometric Defenses Against Author Impersonation in Software Repositories Pydriller: Python framework for mining software repositories

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.450871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.450871Z digest=sha256:69b23c8bc06f015cc0f3a4460e332691c61e0ae760fa4039af8d673d1be6e254

Observation 00d05858-086f-42d3-9147-6d6132f8379d · outbound

This paper cites URL https://aclanthology.org/2021.emnlp-m ain.685/.

Stylometric Defenses Against Author Impersonation in Software Repositories URL https://aclanthology.org/2021.emnlp-m ain.685/

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.089960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.089960Z digest=sha256:5b3ae9e50740f128f1bf27dd715ad539f62f33b9b448a4cadefe89ee7ff382d5

Observation 674bcf86-592d-4971-b7c8-f18dfa91e11e · outbound

This paper cites Mining email social networks.

Stylometric Defenses Against Author Impersonation in Software Repositories Mining email social networks

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.534753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.534753Z digest=sha256:d3beb912e8f9fd9b70997f2233c34c529c752c679825961bb7b3cfb55c571ed6

Observation 757fa00a-202c-44e8-bbbe-f77cf1f0ab60 · outbound

This paper cites CommitBART: A Large Pre-trained Model for GitHub Commits.

Stylometric Defenses Against Author Impersonation in Software Repositories CommitBART: A Large Pre-trained Model for GitHub Commits

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.150470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.150470Z digest=sha256:790a7442427d445d3bdf25ae6dbb4c37e667d696aec4a9a55bbfd386d0ca18f8

Observation e2d42dac-7a2e-4b98-bd06-7d73de62913d · outbound

This paper cites Cc2vec: distributed representations of code changes.

Stylometric Defenses Against Author Impersonation in Software Repositories Cc2vec: distributed representations of code changes

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.623959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.623959Z digest=sha256:19e4aafa3c7b6e14f2b444e598bcb1880eb517de137f12499c6eca132d29ceaf

Observation e12b04c1-f583-4a89-9bcb-9bb4cfe2a416 · outbound

This paper cites OCEAN: Open-World Contrastive Authorship Identification.

Stylometric Defenses Against Author Impersonation in Software Repositories OCEAN: Open-World Contrastive Authorship Identification

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:16:21.199170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.215584Z digest=sha256:e6879b8934046193f487a1caff6cad62d53a872dccac5d1390a3cba85ccbf8c5

Observation 80f1d138-340b-4236-bd71-b24358713f1c · outbound

This paper cites Robust and Accurate Authorship Attribution via Program Normalization.

Stylometric Defenses Against Author Impersonation in Software Repositories Robust and Accurate Authorship Attribution via Program Normalization

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:16:19.845372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.716350Z digest=sha256:daf4703ef67a73169ba30a9e75d990d4e3680fd1be55e8091eb959af5c2fcad1

Observation e3955017-325e-4986-86c2-4ad15345b0ce · outbound

This paper cites Supervised contrastive learning.

Stylometric Defenses Against Author Impersonation in Software Repositories Supervised contrastive learning

Reference 55

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T00:16:19.655518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.736027Z digest=sha256:d87b418992cf2812fac1aea2648d06591e274603b950a9fa41befc09664699b8

Observation e8047bff-158e-42d5-a3b7-bfd3c22f0a44 · outbound

This paper cites Supervised contrastive learning for multi-author writing style analysis.

Stylometric Defenses Against Author Impersonation in Software Repositories Supervised contrastive learning for multi-author writing style analysis

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:27.414756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.785046Z digest=sha256:47c0bae75924ca959cdee6ddfed8bf033c492e9823ce38b4e88095d0b29cb094

Observation 9e93dbf4-c7bf-4644-83ff-07d16086e988 · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.805166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.805166Z digest=sha256:ab418c0fc0134d763a5f6df62573f3eb10388ff1638a11b36dea84e276154e95

Observation 52849766-600a-48d3-84fc-ef3bbb9ca7ae · outbound

This paper cites A transformer-based approach to highly granular source code authorship attribution.Ap- plied and Computational Engineering, 67:197–202, 2024.

Stylometric Defenses Against Author Impersonation in Software Repositories A transformer-based approach to highly granular source code authorship attribution.Ap- plied and Computational Engineering, 67:197–202, 2024

Reference 58

Resolution
malformed identifier
no resolver link, observed 2026-08-07T00:16:14.414748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.414748Z digest=sha256:e3732eebcc65ca4dde561fa5e5dfbb2e90b61fe7a81ff24dac1360d663c8b9ce

Observation ee96dd3a-1be2-44c4-b065-e594cf7f62eb · outbound

This paper cites Multimodal machine learning: A survey and taxonomy.IEEE Transactions on Pattern Analysis and Machine Intelligence, 41(2):423–443, 2019.

Stylometric Defenses Against Author Impersonation in Software Repositories Multimodal machine learning: A survey and taxonomy.IEEE Transactions on Pattern Analysis and Machine Intelligence, 41(2):423–443, 2019

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.884755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.884755Z digest=sha256:363868873c962dec7d4c73064703f98e32c7ab7735c57e3e7bb701b3e586ac4c

Observation 5271d89d-63d0-40e6-b7fb-a0dcf869fe93 · outbound

This paper cites Duckdb: An embeddable analytical database.

Stylometric Defenses Against Author Impersonation in Software Repositories Duckdb: An embeddable analytical database

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.495115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.495115Z digest=sha256:5e198ce0a32303e75334e14e94ae418d65feda7c23361f1710fd3e21eb5f6d5f

Observation 6541a139-0028-4de0-869b-3a05356121e3 · outbound

This paper cites A survey on anomaly detection in evolving data.ACM SIGKDD Explorations Newsletter, 20(1):13–23, 2018.

Stylometric Defenses Against Author Impersonation in Software Repositories A survey on anomaly detection in evolving data.ACM SIGKDD Explorations Newsletter, 20(1):13–23, 2018

Reference 61

Resolution
verified exact
doi, observed 2026-08-07T00:16:16.444753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.984815Z digest=sha256:9559990535be87c8121b65c62e384666d51c2d055373286870fce30e1d5c2ca2

Observation 10759580-8627-4451-b876-667e36db1ccb · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 62

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T00:16:20.395816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:14.563783Z digest=sha256:f3c9cc15d15f0d0349b381c8aea6e5d6279ed95692a939ad2bd491d933ef3b7e

Observation 739ff7dd-7665-49ef-accd-fe7fe2832f62 · outbound

This paper cites Index for rating diagnostic tests.

Stylometric Defenses Against Author Impersonation in Software Repositories Index for rating diagnostic tests

Reference 63

Resolution
verified exact
doi, observed 2026-08-07T00:16:16.304849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.053829Z digest=sha256:c79c6bc2cb020946456cef71a4e4fc2d8af54c97cf3545bfeaadc177034bdc15

Observation 6c262c0e-5270-4285-87f4-613543b24fe7 · outbound

This paper cites Patchnet: A tool for deep patch classification.

Stylometric Defenses Against Author Impersonation in Software Repositories Patchnet: A tool for deep patch classification

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.683081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.683081Z digest=sha256:d45c64f91fe73c22691e801dbb325086d69aeb8c82ef23f3d285e047e7ec0249

Observation c796e4e2-2349-408b-a930-84d67f2bb008 · outbound

This paper cites Chapman and Hall/CRC, 1993.

Stylometric Defenses Against Author Impersonation in Software Repositories Chapman and Hall/CRC, 1993

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:15.124752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:15.124752Z digest=sha256:f842aacd12e4e8c5c0d1aba8ac6329264550dd64a470382753f7103b3f060932

Observation 866a0bd7-d387-488a-a4ac-115305d1d62e · outbound

This paper cites The relationship be- tween precision-recall and ROC curves.

Stylometric Defenses Against Author Impersonation in Software Repositories The relationship be- tween precision-recall and ROC curves

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:15.174797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:15.174797Z digest=sha256:8487a3726ebea7aae873936ddc535842020085c9a10d475828989e127b87734b

Observation 5ddcb584-df31-4e90-b084-6fe67c823eaf · outbound

This paper cites Outside the closed world: On using machine learning for network intrusion detection.

Stylometric Defenses Against Author Impersonation in Software Repositories Outside the closed world: On using machine learning for network intrusion detection

Reference 67

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T00:16:16.054825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.243065Z digest=sha256:39fcb90a3c797d9e68daeb64e502ed284489dcd3fd346bddb4586024441188f6

Observation 93ea6ae1-fe7f-488c-a333-0a1da31d471c · outbound

This paper cites 99% false positives: A qualitative study of SOC analysts’ perspectives on security alarms.

Stylometric Defenses Against Author Impersonation in Software Repositories 99% false positives: A qualitative study of SOC analysts’ perspectives on security alarms

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:26.818514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.306866Z digest=sha256:12a29916881f9fde82f3e998f7870b79d724021fc850de0cbefc54c96658158e

Observation 525daf05-790d-4c97-a0b8-feacf22094a9 · outbound

This paper cites Anwar, El Saddik, Abdul- motaleb, and Kankanhalli, Mohan S.

Stylometric Defenses Against Author Impersonation in Software Repositories Anwar, El Saddik, Abdul- motaleb, and Kankanhalli, Mohan S

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.845132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.845132Z digest=sha256:e687130a8bc1ca081c37bf83b138abbf9bca86d1d574f189f0d9aa0a0c77ec31

Observation f9915854-6b4d-4565-a218-18c9c914e6ae · outbound

This paper cites Springer Series in Statistics.

Stylometric Defenses Against Author Impersonation in Software Repositories Springer Series in Statistics

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:15.362961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:15.362961Z digest=sha256:39a6cd98d2029c548fce06496cb161f919cb4bcfe5f173dc3e533ee90413b4ea

Observation db4c43df-1347-41eb-bff1-26004e3a0047 · outbound

This paper cites Anomaly detection: A survey.ACM Computing Surveys, 41(3), 2009.

Stylometric Defenses Against Author Impersonation in Software Repositories Anomaly detection: A survey.ACM Computing Surveys, 41(3), 2009

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.944768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.944768Z digest=sha256:606a3a69ffe5fe310e316ddf13450b49a2c0fff277724d1075684cf594f414cc

Observation c614caa6-41bd-440b-b1ab-467f376a7dd6 · outbound

This paper cites Overview of the cross-domain authorship attribu- tion task at pan 2019.

Stylometric Defenses Against Author Impersonation in Software Repositories Overview of the cross-domain authorship attribu- tion task at pan 2019

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:26.219239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.419833Z digest=sha256:063500a04a1449cdb193a06ef31c9096f735176d84e6761568e4dc7e6c32dca2

Observation a3123756-b429-4d4a-b52a-87b4e5042bb6 · outbound

This paper cites An introduction to ROC analysis.Pattern Recognition Letters, 27(8):861–874, 2006.

Stylometric Defenses Against Author Impersonation in Software Repositories An introduction to ROC analysis.Pattern Recognition Letters, 27(8):861–874, 2006

Reference 73

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T00:16:27.136201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.033778Z digest=sha256:c565b871aabb87237b776ffbe230008f41abf47f37faef008148348c9358b4d3

Observation d707c12f-505f-4039-83ab-aa7d5fb45293 · outbound

This paper cites Es- timation of the youden index and its associated cutoff point.Biometrical Journal, 47(4):458–472, 2005.

Stylometric Defenses Against Author Impersonation in Software Repositories Es- timation of the youden index and its associated cutoff point.Biometrical Journal, 47(4):458–472, 2005

Reference 75

Resolution
verified exact
doi, observed 2026-08-07T00:16:16.182216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.084751Z digest=sha256:9a8bc9bbced9da98fa904ef5b163dfac4836a22f0f70b1f4a29ced1e8a8cbb19

Observation b04ef2e8-ff72-469a-9ec1-a93ae7b98c4e · outbound

This paper cites The base-rate fallacy and the difficulty of intrusion detection.ACM Transactions on Information and System Security, 3(3):186–205, 2000.

Stylometric Defenses Against Author Impersonation in Software Repositories The base-rate fallacy and the difficulty of intrusion detection.ACM Transactions on Information and System Security, 3(3):186–205, 2000

Reference 80

Resolution
malformed identifier
no resolver link, observed 2026-08-07T00:16:15.345181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:15.345181Z digest=sha256:81ea29fd16dd947409ee393cfbf7508da138b015abd47c9925093733e948266c

Observation ba3b033f-c6c9-4cff-a3d3-ee6b92759b80 · outbound

This paper cites Linux kernel source code, 2025.

Stylometric Defenses Against Author Impersonation in Software Repositories Linux kernel source code, 2025

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:26.476915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.405636Z digest=sha256:c0768f023a4b4d3ca13f1cca9f23b7db8847e7167149ac8bc5070bec19bd4296

Observation 3786e201-eca1-445a-8081-47c8a62d95a4 · outbound

This paper cites Sys- tematic construction of anomaly detection benchmarks from real data.

Stylometric Defenses Against Author Impersonation in Software Repositories Sys- tematic construction of anomaly detection benchmarks from real data

Reference 84

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T00:16:15.824752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.454875Z digest=sha256:7014c5d2aec93821a960c33748d8d43bae430953e255b4f1bd15012a6d6fdba1

Observation 4579f313-d41c-4c3b-8703-796e27d4b41b · outbound

This paper cites Character n-gram features are a standard lexical baseline in authorship evaluation [72].

Stylometric Defenses Against Author Impersonation in Software Repositories Character n-gram features are a standard lexical baseline in authorship evaluation [72]

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:25.964119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.494752Z digest=sha256:aa9b9cf2c2de7c80a800a39625b9ff433ff6171b472f2de5cd9d43e9ae9acdc3

Observation bde5cdc2-e590-4a5b-a9f1-280675677dba · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:16:25.384755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.534817Z digest=sha256:3c1404bed335d59cf0bf81b3c43fc30eab6aeaeb5a13f8c84126f3d7cb78df69

Observation e1da6725-6e6f-4e8d-94c2-ce60dbc3e2f5 · outbound

This paper cites The verification score is the cosine similarity between the encoder outputs, matching the evaluation protocol for the other baselines.

Stylometric Defenses Against Author Impersonation in Software Repositories The verification score is the cosine similarity between the encoder outputs, matching the evaluation protocol for the other baselines

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:16:24.844752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.567595Z digest=sha256:4217c459aa742aa1468927da267910d172bfd2e6260bf8dcfb40e41a6e018ea7

Observation 45c88504-2ad0-4043-a337-0e252f1b6959 · outbound

This paper cites Extending it to commit messages would require revalidating the attention-head design choices, which is outside the scope of this comparison.

Stylometric Defenses Against Author Impersonation in Software Repositories Extending it to commit messages would require revalidating the attention-head design choices, which is outside the scope of this comparison

Reference 88

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T00:16:24.561440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:15.620397Z digest=sha256:4483c0a0334ab3f09df48c354b71558fddabee98cb9c8b137ab85df2ecf6dae1

Observation 6a545766-7365-4497-bb1c-6b14c2ada6fa · outbound

This paper cites doi: 10.1371/journal.pone.0 187204.

Stylometric Defenses Against Author Impersonation in Software Repositories doi: 10.1371/journal.pone.0 187204

Reference 2017

Resolution
verified exact
doi, observed 2026-08-07T00:16:17.814749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.648447Z digest=sha256:9b2775340ae17621fc7ac811b42f94169e02e07370ad4920ccbcc3a52d18bdab

Observation 2ff7b392-c637-4627-b882-71df15f99afb · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 2019

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:16:30.393425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.424959Z digest=sha256:44977ab171a01d5472feea4b9d821452878e6171e661c8dc79a1bee232f2f8f0

Observation b018bb41-064c-4e3f-9071-a9a4e87792d9 · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:13.824757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.824757Z digest=sha256:622fbab568ad1b2197536d601dcd666b9c17eb3e17757b9f34019c10cbefae4a

Observation 0a8c81bf-cdaa-4fa5-98c7-4650a0e3569f · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:13.906754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.906754Z digest=sha256:a874204dd694c4e595f4f66a03e4e6c1acaddfe7a943c6f223ed19c148a05c47

Observation a0baa461-8bd1-4195-ad9a-2cbfddc06f93 · outbound

This paper cites URL https://doi.org/10.1109/SP46215.2023 .10179304.

Stylometric Defenses Against Author Impersonation in Software Repositories URL https://doi.org/10.1109/SP46215.2023 .10179304

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:13.065240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:13.065240Z digest=sha256:1f30094a6a5b1d2928977844ebffff381de39db725a82060ea6e742a8b78e5e6

Observation 686ff547-57cb-41b8-993e-3a59694128b4 · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:16:31.303888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T00:16:13.212760Z digest=sha256:9f6b03963919ea510eb271f4479ebe9b67e29f24710ee7993cac195a7e481937

Observation 167d4b79-76ef-4c7b-b662-99c61824c0dc · outbound

This paper cites an unresolved cited work.

Stylometric Defenses Against Author Impersonation in Software Repositories Unresolved cited work

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:14.286254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:16:14.286254Z digest=sha256:a6ca84180d4365ad11e55dedcac2483e8d6fa4ae1d8760024fa2cdda426bec97

Pith citing papers

No inbound Pith citation observations are available.