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Paper Citation Record · LEDGER

An Empirical Study of Vulnerabilities in Python Packages and Their Detection

As of 9 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 2026-08-09T06:31:02.800959+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.

source=pdf_text observed=2026-08-05T10:16:13.100865Z digest=sha256:61cf8e4cc12171bc6942eeb0a036193712347d6c68704da40c1afe5c4324af55

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=sha256:15133c70c31b24ba1e4bb026abd201f0226725b09bce09914d26a958e6c08720

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=sha256:9c9e921094d528da835280d796f745cda812e81278342c8adb21ac4cc0f21b2f

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=sha256:86b6fa01258fa930d5ae209b5bac36725ed8683f1785e3819b981620d08827c5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.129919Z digest=sha256:e5d1dc9212d7689db8bc8979c531f6394248263e266c58093550881377f9bcc0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.139018Z digest=sha256:35e6e3c36e089407dadcabca2a3e04955ce427a8f503edefa9febea5975bcae3

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.159400Z digest=sha256:c4dcc0fa7d34d296f87532dd9cacdbbb4b15e23538b84244b306ad289f9aeba0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.165051Z digest=sha256:526927ea3a08882e1a7e510acec6d83ed3ff2361bd1dcc04845acfeaec0d47b9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.170701Z digest=sha256:1a0df35dfe9e1ce6ed591994ee89526adc83144d254638503d8e76ca5bd18e47

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.181361Z digest=sha256:b62b853b7e2a90eba835ee4b2fc987f72b8656179ce3939581f333174938bda2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.187010Z digest=sha256:f9195747917115c9d9a59256f79f7234bc992e2b420cd0da0c5fba65910bf2a2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.193761Z digest=sha256:7738ca2097a1240dcec9fd91c792c8b45b052afabb922aa9b20007f7687b768b

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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
unresolved
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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
raw_fallback, observed 2026-08-05T10:16:15.627879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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
raw_fallback, observed 2026-08-05T10:16:15.454597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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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raw_fallback, observed 2026-08-05T10:16:15.350062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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
no resolver link, observed 2026-08-05T10:16:13.318529Z

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 2026-08-09T06:31:02.800959+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
no resolver link, observed 2026-08-05T10:16:13.331528Z

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.354730Z digest=sha256:1e51011f37531a633975582fc5a21dec8a133f015e08fd581e86fde186f0ad19

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.361930Z digest=sha256:413a83e2262e0d9dc7b759b31db68949f94402655d70da47dd54a789b22ba41a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.368329Z digest=sha256:56370d6ae926fbdf42fb71d60ecf27d74344ecfd02fc49f6b539f5ca427da17d

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=sha256:7656b9bb434f49d6a0a4a0ce1a0b06b88eb86b1e2ef4d790a11ceb5338f2a23e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.386200Z digest=sha256:e66caa0b49ae085829690f62d1db0ca22a6ebacf7df345ed1b1f881aace1124f

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=sha256:01a7af07257a66747febccda43c2e72c9ab3b04c0fca2e1b12f12387ade2b0b3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.400815Z digest=sha256:71bde6185d4445c4e1936657a923f3a4f1dba970f8e6f858d323ce76fef3a064

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.407001Z digest=sha256:dd3af651ee3a06bc39110980237bfe508198a43f68ceaead52e42c9ff57773cf

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.416859Z digest=sha256:ad0fa357933f0578248259a259e496f2deeb252e20b3e15cc798db8914602781

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.425979Z digest=sha256:500f2531c49e8d8b3c62fd41c3fb9924124c8aae72d0dcfd27ddc0f2b5680fd3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.433584Z digest=sha256:e589cd8165703a0e82537e6aa72c9c6528dc9667851165475ff71ad02b80e85e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.441301Z digest=sha256:f0f2db73fdaccf040c5f1026f57d321c52e44512b0ecc1d59c7c97ed8aac3720

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.450373Z digest=sha256:7d566ae490535f75268f4b8a52bc72ea284a2d59f91709faa974816a9aa7a18c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.460098Z digest=sha256:5f99e91f1570b5d96baaa1ea7c6fc30e27612a8659e2943a46054433509dda47

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.466576Z digest=sha256:370285cb2dee53a035ccae2d2eac5207280d5d05a808cae342c73ac5c76ca501

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.474165Z digest=sha256:1c44b1706292810ec848a4e073dd7e4bd44e94ea79ca59ad951a0379ca1a791d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.480426Z digest=sha256:c77b3c948b8dde633a9f7e112fa3329bfac3693ce406c3e9618c7cef29cadef2

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:beef343f46aafa7acd1e3bdd13ba922b27a5d8ad325139c2601d779db43385cb

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=sha256:4819dfd8942fd71b69e6ca55d90bf39012c7d73dc94698e0e81739d284d500c1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.502274Z digest=sha256:0b60083f2b6fbaaa953c51d3f437a02fa34e238f2fda9133ead0bcbc0963b9e0

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.508789Z digest=sha256:03db289993c2ba9a111be1411229e38b717de2d9d4ecefb64c49b995c0aafcdd

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.513816Z digest=sha256:b44fe353072741e00383604afe5264392921fed5bfcf871c7f9cbb36d590d81d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.521818Z digest=sha256:423344c1eeb2ca33f866cb1e52dd56affc9166fe13186ffa4e62c6dcc065934d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.528554Z digest=sha256:a1802aa51ce821dab8c150121f21e2867c0083e947cb34d50d29bbc0c7a28f65

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.535013Z digest=sha256:f82f5e70e0dcd15e8237fa302dd1e7ae33aa5382e0424216051be5147b3b7fb3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.541628Z digest=sha256:6c441e5b5befc682ad97178b7e45428fc0900e8041044bd00ad36a5f8b0a2c75

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.548356Z digest=sha256:1ba0c3fada0572cbeb3d0308d015d6b0e5bcf6b3d9e59ea0dd797222c5226945

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.554271Z digest=sha256:1667ac6ec59fecdf5daee8e2a2c43ef67aaeb66b25c7cd34e818468b1631b93a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.567825Z digest=sha256:81fe9c86fa05f272000990960e2fe978658e6c8a5b902050ade98b8891e2424d

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=sha256:7d528cc73364032b9e3dfd550e59313526888e83a011a4dd7fe48438e929ed6c

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=sha256:617367993fe27c54ea3ece12dabe3dd33b310de555ed6404bd73be2a647520b0

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=sha256:977109c5da2ccf1abf82a290524226d227ad386904d8fb59511d2acc4e668c59

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.603656Z digest=sha256:3e5414fed6b67d9aca19121c6ddc2b08699b6a519ced4dfbf61c1121475a40f2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.611952Z digest=sha256:148855fa32d710a04ca70745dbf0eba1e65f134907a69aea37c4419cc96acf4c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.628053Z digest=sha256:2cf5acef9f8024667e32eebeaea15dfb8dae58ed2a262cd259a5337a9fe44856

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.635299Z digest=sha256:51e7c329d5360a9f899f9133f092050883c3ca27eb3925f03ba43276b769ac19

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T10:16:13.642378Z digest=sha256:a82d39bfee9c964455c80b7f25c4ab622572957c9acb8e535a1a42b927d3b126

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
no resolver link, observed 2026-08-05T10:16:13.650305Z

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 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 Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses

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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

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