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Paper Citation Record · LEDGER

An Empirical Study of Vulnerabilities in Python Packages and Their Detection

As of 7 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 1 inbound Pith citation observation for arXiv:2509.04260.

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

pith.paper-citation-record.v1
2509.04260 v1

Coverage vector

measured 84 of 84 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:16:13.696059Z

measured 85 of 85 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:38:05.635757Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

84 of 84 outbound references displayed

  • verified exact0
  • verified fuzzy19
  • unresolved65
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 041f5790-37db-40b0-8bda-8ea8f00b2271 · outbound

This paper cites CVE-2014-0474.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection CVE-2014-0474

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.100865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d2e63562-0193-4b74-89d8-c40a0087e4c3 · outbound

This paper cites Commit 2c7065e, django-helpdesk.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Commit 2c7065e, django-helpdesk

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.107119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.107119Z digest=sha256:6900aae424094494883a34ac854e2cac096c4ffb8ef353da539ad22e5025ad0c

Observation e0d9798d-5416-4e5c-8ece-f75c09832f36 · outbound

This paper cites CVE-2021-3945.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection CVE-2021-3945

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.115590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.115590Z digest=sha256:1c501f22a69bfab458997971370bd46882e3c671d586d439c048c6393f4ecf68

Observation 96e73464-fa24-4712-b311-db8f6aafc699 · outbound

This paper cites CVE-2021-41134.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection CVE-2021-41134

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.123154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 96a30c71-5176-40f4-88c3-b87b3d8d279c · outbound

This paper cites Detect the programming language of a source code.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Detect the programming language of a source code

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:16.044359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.129919Z digest=sha256:8ad629aa7b237ccb7ccddd7590f05033df5ca6c128f4ef8feda6ad4bacc90a05

Observation 4815ea0a-089e-4206-8e86-9856b528c4a6 · outbound

This paper cites CodeQL Python Queries.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection CodeQL Python Queries

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:16.019395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.139018Z digest=sha256:458ae89e57eafae2262d60a4bab93fb53d535ab12c505eb265646348b9d2e2e2

Observation 80fc10cf-e490-4006-a0a2-f32300f52ba3 · outbound

This paper cites EvalPlus evaluates AI Coders with rigorous tests.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection EvalPlus evaluates AI Coders with rigorous tests

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.991379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c434aaaf-0700-41dd-87af-2a349c2397d9 · outbound

This paper cites GitHub Advisory.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection GitHub Advisory

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.959037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 648b4f12-7511-4f03-aac6-66a45abceb45 · outbound

This paper cites Go ahead and axolotl questions.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Go ahead and axolotl questions

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.934023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f89e627c-954c-4346-b5d3-274ebdcf7cbf · outbound

This paper cites Hugging Face – The AI community building the future.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Hugging Face – The AI community building the future

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.910689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation afa0c044-8f51-426c-9041-c758c31f0273 · outbound

This paper cites Huntr: The world’s first bug bounty platform for AI/ML.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Huntr: The world’s first bug bounty platform for AI/ML

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.881063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 8ddf786d-9673-4743-b243-d1e211d7e67b · outbound

This paper cites National Vulnerability Database.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection National Vulnerability Database

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.852554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 84bd8512-b4b5-4450-8664-3838d8c63a42 · outbound

This paper cites PyPI · The Python Package Index.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection PyPI · The Python Package Index

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.823910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.181361Z digest=sha256:38a31c6a6a4f72bff1ee1d88171bc6e405afdac45148a48f607669daa72a6a09

Observation a16dbdae-33c2-4c7e-8302-a4c25c0dd100 · outbound

This paper cites Snyk Vulnerability Database.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Snyk Vulnerability Database

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.799640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 97c6f702-48a1-4fd8-9304-c011f840daf6 · outbound

This paper cites The Top Programming Languages.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection The Top Programming Languages

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.774181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.193761Z digest=sha256:b49339b0e546f9dd13f9498d8570bcb206c2a39e76a3814dd3595cc7d8220e01

Observation 78e1ca43-0f71-4d33-9038-e9ab965a3d2f · outbound

This paper cites Top PyPI Packages.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Top PyPI Packages

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.750350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2d7762e3-0bf2-42c1-aa7f-176a68fd6210 · outbound

This paper cites VUDENC repository.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection VUDENC repository

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.719366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 74fff3d6-f87a-4c38-9102-418db720e531 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 18

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3870c4aa-7b9b-418d-9243-9d994ee0cc9a · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 19

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 100820fa-48b1-4a04-a490-d8edf1762a51 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 20

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 049c77da-28f7-42e2-a308-a64c8275e564 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 21

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c0b5dfa4-9599-4eda-b90e-86d891d87dce · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 22

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9eb9f97d-ba89-41f2-8526-c7a56f4f5295 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f11edd68-36a9-4863-b23d-12c29f3c3d1d · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e9170465-edef-4727-95a8-61dfa60bfab8 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 25

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation eafe8c1b-966b-4491-b816-b5354b5a3763 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 26

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2f1a9938-343c-473d-9fff-b5db0036b473 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 27

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6d24cb99-1020-491a-b3a9-ac14ef7047a9 · outbound

This paper cites Vulnerability Detection with Code Language Models: How Far Are We?.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Vulnerability Detection with Code Language Models: How Far Are We?

Reference 28

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 15cdbde3-ddf4-4bf6-be7d-e101fd9faee5 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 29

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 01b98e9d-7a73-4c2e-8c01-3e1bf15934ff · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 30

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3bbde25b-37ba-4b82-9ae3-137e801cd398 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 31

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 064bbb55-a63a-459b-b599-3128ef60d7e6 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 32

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 893401bb-cfa0-4b9b-b651-a3228ab997e9 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.280091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation db7330e1-8a79-4a47-bed1-0ddb17656341 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection LoRA: Low-Rank Adaptation of Large Language Models

Reference 34

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b14fbe50-7a12-43f5-9aa8-f7601a7a3d00 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.247726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 876e31e9-e415-4efb-93a5-b01c266ff703 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 36

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.331528Z digest=sha256:9f7788ef33e78a5b0b98f1aef3f101a13ba7c18d29a1df373c9905ee2e66d65f

Observation 5bd06f1c-d071-4101-9356-fa576e6e49ee · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.197250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 57816124-2f3a-41e0-8e3d-1e8c66a1e11c · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.172507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9c9c604f-d866-4495-be6a-2d1530b59a5c · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.145906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.354730Z digest=sha256:3e10221acbd75c6a8b8a7cea68e8a04470f89108fa7cd5219cb795e2a61985fb

Observation 616fa6f1-3268-43c8-b045-788fa31a18bd · outbound

This paper cites 2021.{JAW}: Studying client-side {CSRF} with hybrid property graphs and declarative traversals.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection 2021.{JAW}: Studying client-side {CSRF} with hybrid property graphs and declarative traversals

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:15.122141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.361930Z digest=sha256:cbdff6cf2b27f325efefcba46b42a942f0591a2a28f23722f6541386934e0b23

Observation 05263857-7661-492b-9732-7c3c8680c482 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.096632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.368329Z digest=sha256:8e1fd5425034ffbe5c0c81987505cc0a687d347a0fe6164401d5e98845c1b838

Observation 8fae9696-4f2a-4e95-878d-475bf6adec55 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.375020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.375020Z digest=sha256:b3a991ee434626f63e715e0e231a9fbdccb674ecd3878a84bad1cd7aa1ac26f8

Observation e6d1bb0a-423d-4e79-8a19-80416197a976 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.052997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bfef9db5-98ce-4b19-8a32-ab3fbee7af6a · outbound

This paper cites VulDeePecker: A Deep Learning-Based System for Vulnerability Detection.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection VulDeePecker: A Deep Learning-Based System for Vulnerability Detection

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.392136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.392136Z digest=sha256:75595893dd443ddb0a0e60b0c2a0903342855de0e51f2d6632799bc7b2d2bb8c

Observation 6ca49e3a-0dec-46c1-ba20-9c7ef399f353 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:15.020146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.400815Z digest=sha256:90491131fd497a9de8efbb55e8a85bb7c438ce22a6a0e51a35f0b4d1cb6cf70c

Observation 18858358-27e8-43a1-a0bc-ce44c1c764f3 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.998996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.407001Z digest=sha256:d60849c153786822ba16752902c3d052234c91e7d2c2df98d3f90d73fd2cc15e

Observation fafa50cc-792d-47bc-ab50-23ff1f218f46 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.979682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.416859Z digest=sha256:4fb7fceec26944fa31b02bcdae6ec14bbca87aaade420809997f15fc83565b37

Observation 0409af4d-0f7c-41da-8681-7404425d808a · outbound

This paper cites 2023.{VulChecker}: Graph-based Vulnerability Localization in Source Code.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection 2023.{VulChecker}: Graph-based Vulnerability Localization in Source Code

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:16:14.958985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.425979Z digest=sha256:5fbba563af43b7e32a01694e2339a912c4a72b701e814338285e57918f602d6e

Observation 95d3636d-155c-4643-bdb5-98b3cab0d749 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.929594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.433584Z digest=sha256:1441a6b05753b603bce8555c565e61ff8d482121da81524827450ac7dba4d46a

Observation d6120105-1746-4450-9a77-9acd99c5afc1 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.900978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.441301Z digest=sha256:4375f7d9de08b9d5f14ac992544f55a1f674a544cda903d6a02d717b57cfbf65

Observation 78551cc6-af63-42cf-93fe-e9c0e77652e5 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.866993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.450373Z digest=sha256:62843737b0b4b9ddb669e8db710474d87d89fee46c61506ae7184cb81d21bb16

Observation c431bc20-9c73-455a-a515-a8d073210bd4 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.839735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.460098Z digest=sha256:0fd6a445798596d64da9223997fe44f232841a1c09cb59eb96dbf64f785d4135

Observation c26f4909-ae2b-4c84-a45f-694ff73684d0 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.812010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.466576Z digest=sha256:5cb1e111fe1ff099e47a33b17e9f56be2f035f9843798968a32d5658c6f587bc

Observation 179e6d08-02c6-4802-b073-e3aa6780e423 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.785020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.474165Z digest=sha256:91c8d0eb46e9150756092c731b5f15e7bfac442757c1a9d4839ffacbd74e410b

Observation 0561200f-f571-4e0c-bcb7-d51dd740ce04 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.750780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.480426Z digest=sha256:7212466213f13e71baf36549931b3bbd506e2ff5166f7e599795a2aa9250ddfc

Observation 3efeeb42-da94-4ed7-a9a1-a2fd0e91f5d8 · outbound

This paper cites Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.487129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.487129Z digest=sha256:62228616ea8fdf6388a5680da205a5603f546d93444e041db149ee2c4bad2041

Observation 5e2acd05-3b2c-445f-8f15-771167b0fa3c · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.493539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.493539Z digest=sha256:c8088afe1d6a49b30dc78927c98d472f52f62826eeed7df64774aeed8f9c3f76

Observation fe0485dd-1641-4b95-b981-4e0834316e23 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.689852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.502274Z digest=sha256:6baa74abe16a3605560c88d07517691ac6e516d035588185d7b507cbf5c232ba

Observation b01857bb-912d-4c6c-9165-6d48dd1acde4 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.661488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.508789Z digest=sha256:f29010b2379f841e3288e271b7b54931105231a8bec9a98e75a308a09f707d2e

Observation d5b60857-0c40-4886-9389-ac9513c2a3d0 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.627744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.513816Z digest=sha256:78b7304bc9715f0c9a28710fe8f833e8614bb4bf553f1668d12368388a5225db

Observation af12b7ca-b825-4b64-8658-c35fd0af0101 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.588788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.521818Z digest=sha256:b30de32f32a82ceb3730f63fa00bb9ab9309e06e11ed6cd8bc0f24e5167c58fe

Observation 4a604458-b147-42fc-b553-da397ff6b0ca · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.560682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.528554Z digest=sha256:65eb7c36e068d281fa2a7b3ddace15a828a3e71f523372a03913d121303594d1

Observation 53be2e95-c7e4-420a-a319-1e8cd1e9fc46 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.533909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.535013Z digest=sha256:b1f64aaa1373c120a0c919db93ea6584b4c99e57c057885f1b49676e843eb5e5

Observation 5467f97a-a713-44e1-a970-5c281d4cc283 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.487698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.541628Z digest=sha256:fa24965dbc74293282eac8ab193e2c82e9d3241b58a79abb05661eb93139fccd

Observation efccfdd7-6500-4430-87aa-89d29b894ed0 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.459482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.548356Z digest=sha256:ddf8353197fce0a840f2281ba3ffe784963345e087232372ed9c0e683b017c6e

Observation dc71d6e5-0df3-464e-bd1f-b05b747f1d23 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.425076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.554271Z digest=sha256:f7375cff0bab30ee7fa22f4aa6aedeb3b0f4c49e516b3bbc41804062894df0e1

Observation 4dcd9acf-5242-423c-8c5b-7bc6e603f40b · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.359914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.567825Z digest=sha256:ca84e8e56673c556941e96af563206b00d5d2d6b548602ae716e994248eed55f

Observation a9ed9646-4188-45fa-b3e4-75a3dff6ba4b · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.574628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.574628Z digest=sha256:ae9549c8e5377de0aa1e24fb137ca246a78e1ad73a013860b6bc0fabfa2778e9

Observation 03b6c9a6-c5c7-4a25-bc27-8dda62767225 · outbound

This paper cites Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.583814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.583814Z digest=sha256:352718b9c1ef0e5cb7b6c96a1f334b045a3217cc711bb2817c262a05eae4fc84

Observation ec6f24e6-634e-4347-b22d-84fb281471a5 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-05T10:16:13.595925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.595925Z digest=sha256:698394c6c8ce79b028c1193b452f783233b86935c4ecf7652ab40e37d88e3d68

Observation f518d836-b092-4033-abbc-35385b42e619 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.320707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.603656Z digest=sha256:39eaa6ad8d02664366ff5f208c1f350a060a05001c6270a97111c512108c1b3d

Observation 65fe04ee-0f1f-47b7-850b-966b3daca766 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.291774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.611952Z digest=sha256:aa64c8faed8c235b8836965f70d11849bf6c1296a82cc722088d8ca592588242

Observation 7cdef8a9-51cf-4704-988b-0bc0b46ce0bc · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.251830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.628053Z digest=sha256:d219e8cd90d6e596f83a307488081700d7cf4d184c9351535ae7575b4a7f2424

Observation 013a0797-b371-4ccf-bd2f-bfd648f1ac87 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.218967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.635299Z digest=sha256:17fadf7335f4f9ddcd24b7fa9b14bea0d9f7fbaf13ba3c51fe1f4d293d77ee05

Observation d8dccdf1-479b-4aa6-8763-7d63bdea6bd4 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-05T10:16:14.192218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T10:16:13.642378Z digest=sha256:1d33e3698f9665c43d028d73e61beeda477e2da5bdce3d43e442c0d2517339ce

Observation 0878095f-512f-4f4f-aba5-ae9531f3da48 · outbound

This paper cites When "A Helpful Assistant" Is Not Really Helpful: Personas in System Prompts Do Not Improve Performances of Large Language Models.

An Empirical Study of Vulnerabilities in Python Packages and Their Detection When "A Helpful Assistant" Is Not Really Helpful: Personas in System Prompts Do Not Improve Performances of Large Language Models

Reference 76

Resolution
unresolved
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Source-reported events for the cited work

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection Unresolved cited work

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection These limitations are typically implemented either as parameters of the resource con- sumption APIs or as independent checks before user inputs reach these APIs

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection In 28th USENIX Security Symposium (USENIX Security 19)

Reference 2019

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection Information and Software Technology 144 (2022), 106809

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An Empirical Study of Vulnerabilities in Python Packages and Their Detection In Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses

Reference 2023

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From Evaluation to Optimisation: Hierarchy-Aware Training Signals for CWE Prediction in Python cites this paper.

From Evaluation to Optimisation: Hierarchy-Aware Training Signals for CWE Prediction in Python An Empirical Study of Vulnerabilities in Python Packages and Their Detection

Reference 14

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