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Paper Citation Record · LEDGER

An Empirical Study of Vulnerabilities in Python Packages and Their Detection

As of 22 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 2026-08-22T06:32:14.747728+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=sha256:09b863e239a1e6323dddc368c636404cb3f1744e51dd9b9b7c25f17ce884592f

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:c8fde38fa0a49da54665510f5109ea6fbee680dd2a78868a77f56e3b73902b01

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.

source=pdf_text observed=2026-08-05T10:16:13.123154Z digest=sha256:c26216f7a689bffca758208382df1fb819059134e113f80bd2face6d979ecc96

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 2026-08-22T06:32:14.747728+00:00.

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.139018Z digest=sha256:f8b550174c1b83ee7e3ff0d8cb33d62a15b6edb400ada863fa9514a4e936088a

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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.170701Z digest=sha256:14107e9a246d29c26b81d472d722b5ba42c094cf4489a9a7e3f0a8978b01442b

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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.181361Z digest=sha256:744a58dd1c2e06b8eefa463283b8043b36c38ae9287b9142f941b1c0a28dab4f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.187010Z digest=sha256:36e8e7eb565fa9ee33aebd7fe2490ec0f0e0ab270c63f0a194cb7fec69f07a62

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.193761Z digest=sha256:4ba8d59ad222939d93f7d526c9f35f326d7cf967c99a77b51abc4cf4eaea9977

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.200356Z digest=sha256:285b91c67cf74d36b37d95b7d4a86d9f3d2518cb581e2743c94b90ff55b24a6a

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 2026-08-22T06:32:14.747728+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
raw_fallback, observed 2026-08-05T10:16:15.669189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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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unresolved
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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
raw_fallback, observed 2026-08-05T10:16:15.482122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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
raw_fallback, observed 2026-08-05T10:16:15.432106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+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
unresolved
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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
raw_fallback, observed 2026-08-05T10:16:15.407065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+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
raw_fallback, observed 2026-08-05T10:16:15.372703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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
raw_fallback, observed 2026-08-05T10:16:15.305364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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.

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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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.354730Z digest=sha256:728667dd461b10a3be633522f476c6b9ef7e1d4a1c7e48fa0d25b3876e27fb79

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.361930Z digest=sha256:e4d1556537ab5ca7e66839e376b1b18c5c23680af468fe5505a1766cb5c2d0c5

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 2026-08-22T06:32:14.747728+00:00.

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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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.375020Z digest=sha256:8de874eb11029bcd376e674c8afe0eecc1f44e1a86507203b2cc700737bbadad

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.386200Z digest=sha256:4aca3394500dc638093d9c108ab13abc4c9d188a0b6274e3d81b1c323ab3764c

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=sha256:839778f590ae4fbafc8c7fac9bfa749580ad69f0da6e37f5c52f5efdc18441c7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.400815Z digest=sha256:62068cec882529a8cfe82a28550d57aab393671b11fddb6bb9128438c666ad59

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 2026-08-22T06:32:14.747728+00:00.

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.416859Z digest=sha256:d918c77fd07e1deb28d53fb1ff3f3b0775fd0befde6680f229136c054b7cc4f6

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.425979Z digest=sha256:7c2a338c51024379ec2d2852c881ae8e0d57be7a2b051d519a3d32df2133e5b7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.433584Z digest=sha256:d5b73a9d5f79148cb25bf4d6ac65766b317e4139b82bacf13e7489e42c8c32aa

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.441301Z digest=sha256:a8384511280f13ebcb5433806d6d11817d636432ed4b76ce66dc0154c08cc7f2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.450373Z digest=sha256:6073cb2a7387c3a505d4f3a7222f3d696f7471d8d500658d3ed5a877ef2f243a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.460098Z digest=sha256:86701e7e38a21e7727a44211da1f18cf6e10f0ce99183068b67f5d38ef872154

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.466576Z digest=sha256:9aa4cbcedf0be781f8c7f061f6c63eff58e8515d2a087c13bdba93715ba17350

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.480426Z digest=sha256:be0e489d983e572ef180845b1fe20b012f204ded100d26dfe4b4f6601be58009

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=sha256:764f91f48d9bbb2abf7c489d1e033ea9a489163f53ecf1d49ee88341879324d8

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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.493539Z digest=sha256:54cb209dd47b101899246b9db16c52da476609923f7e5a3af61526bf3756ee4f

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 2026-08-22T06:32:14.747728+00:00.

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.508789Z digest=sha256:a2bae32aa6072507224503f6d4f14eb284419776c9f43e9c57f002b37a8829d2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.513816Z digest=sha256:9bdd421bd725337935e08ec5e4d74f928b4359721e4d78f5598e4dcd23e97c45

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.521818Z digest=sha256:5246c9e42e485be69cf49ebf8618280c284cbe0d1aa3e8b36c49d61503d37e7f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.528554Z digest=sha256:6622c413e59257b9bd7d1876a094b4e49299227b368afab37d84d99c3302a0f1

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.535013Z digest=sha256:1b6f270f7f042a43921ccea5465044067a5ba4b11d1fdea5ac169af16d4c271e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.541628Z digest=sha256:74ef3bc2ab60ceccba9db04314e202b9cec54629f2cadbdaee6daf731733efc1

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.548356Z digest=sha256:74bc2859fb658fff0188df14eaf4ab6d89641ab3b884634ec77c0cfcde985253

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.554271Z digest=sha256:98c7a465e8d60138f9a4241737b84223c8e5df52e247afc35f66ef6ed77477a1

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.567825Z digest=sha256:650d64c56fc606e7d73c932c01fe45e1fb84d11366b8b0a7ab29111c32139313

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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.574628Z digest=sha256:880b39279ed66ad742f67abe050a30f925b2711d1f46254cad11414b9063c03d

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=sha256:60087ba3bf99b88fe66da6205787f60eb102918ad79dce1a3860345864255eac

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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:16:13.595925Z digest=sha256:efe47073f64666318f081598f356ad8f4960474dc743a44aa74020807d4e24db

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.603656Z digest=sha256:45d5129f67e2974ef250b1f9c7affa736806ff943c9770c3a8547bb4c595bbd6

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.611952Z digest=sha256:bd381aef4b699c4b2a5a4d66e0f858c848ea3a255d91932dd42f3c00885b96b8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.628053Z digest=sha256:11a58cbe9d8f73f4abb0f788d657018f2835e5d60d2c01ec4d9540a68e67aa22

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 2026-08-22T06:32:14.747728+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T10:16:13.642378Z digest=sha256:24eb5d2b20a681e605a6e5b6be2d7fa0394f1f97c3ee85839be3862781e76899

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

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

Reference 77

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

Reference 78

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This paper cites Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models.

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

Reference 79

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

Reference 80

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This paper cites These limitations are typically implemented either as parameters of the resource con- sumption APIs or as independent checks before user inputs reach these APIs.

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

Reference 84

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This paper cites In 28th USENIX Security Symposium (USENIX Security 19).

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

Reference 2022

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This paper cites In Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses.

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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Pith citing papers

Observation 403913c3-bb50-4ac7-ada8-242f47dadd9c · inbound

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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