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Paper Citation Record · LEDGER

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries

As of 16 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2505.08842.

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

pith.paper-citation-record.v1
2505.08842 v2

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:56:24.436209Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

  • verified exact0
  • verified fuzzy20
  • unresolved44
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9505647f-13e6-4d7f-baa7-06711afb3708 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.304770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.188719Z digest=sha256:6a58c09989278d8247c1ebbe4e703c3a19954803150a6a051b904845b93a090a

Observation 894e23c2-874a-4916-a7ae-8db9a769af26 · outbound

This paper cites Transactions on Machine Learning Research.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Transactions on Machine Learning Research

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.332111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.169637Z digest=sha256:9f45405d48e7761efde646d32a77ad04a3f92841c894e947fb10028b96b29d83

Observation a5126369-596f-42ad-a8f3-951e2a610bbb · outbound

This paper cites Demystifying LLM Supply Chain Vulnerabilities in the Wild: Distribution, Root Cause, and Real-World Impact.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Demystifying LLM Supply Chain Vulnerabilities in the Wild: Distribution, Root Cause, and Real-World Impact

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T21:56:24.174019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:56:24.174019Z digest=sha256:57af4d4b772280fa70857a804efb771ff30f7378cfceb47ed007ea3b099bcac0

Observation 669f3b93-ef0a-445a-9aa8-fb12dce56ee7 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.264519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.201593Z digest=sha256:4482353690812ccdbdf204dab0b5734ca40cbe8ade9f6b34420167bc43e8d311

Observation a8271dc7-2ec9-400b-b287-1fcfb069160a · outbound

This paper cites TensorFlow.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries TensorFlow

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.318196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.183635Z digest=sha256:9330d6fb6038b9eecfea3c1e9a80e279c5f17459827ab501b5ea083963ee08cf

Observation 41b5b11e-cada-45bf-a0f4-89cfcb862586 · outbound

This paper cites [ Library ] github . com /[ org ]/[ repo ]/ blob / master / LICENSE.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries [ Library ] github . com /[ org ]/[ repo ]/ blob / master / LICENSE

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.153793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.235505Z digest=sha256:38a88506468a01e9c6f60de2aca926953a74ae5b817334c431395d848b6f9b5e

Observation d4715e7d-0a72-4a8d-9ec3-21a28c986525 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.291678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.193119Z digest=sha256:c51adf66295ac426dad76850d8a0e2f8688090c136d7e2989784deb731ee417f

Observation e3e0ae19-899b-477c-848c-c485ad0a0bd1 · outbound

This paper cites historical ) - Issue response time metrics - Pull request acceptance rate - Governance model ( individual , community , foundation ).

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries historical ) - Issue response time metrics - Pull request acceptance rate - Governance model ( individual , community , foundation )

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.278069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.197357Z digest=sha256:b6ef9381b7b063a1fd9547b703f7b4c34f268a68a5f0faf64954e170de4f6ffa

Observation f660f953-c634-4867-9487-bde343f05b1b · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.978813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.291436Z digest=sha256:74abbbbcbf163f3964ac699e5f0ed9636445a82f7577af5aacfcc35f5882e5e1

Observation 0c4abbeb-c925-4dea-8dc8-35bce03b2a20 · outbound

This paper cites TensorFlow.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries TensorFlow

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.251322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.206324Z digest=sha256:c3b2e0169fb28338f8fb0c94a6430ed83b95f92d4387d3b1df0f2314fa60f866

Observation 613b4657-4a5e-41c8-a122-40c71a0c82d2 · outbound

This paper cites TensorFlow.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries TensorFlow

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.237648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.210855Z digest=sha256:ee3ed8c50c345e6075337225e6564d7dfb243d5340daacb5de16513dfb20b6c7

Observation 4634dc38-b186-44ea-92fa-e73433e3e767 · outbound

This paper cites [ Library ] github . com /[ org ]/[ repo ]/ graphs / contributors.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries [ Library ] github . com /[ org ]/[ repo ]/ graphs / contributors

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.223931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.215104Z digest=sha256:1de0b2bd3f0afe7a95878b142165526d12d48e0d775c9cfbaee5cc8d0872ea0d

Observation bb2ce000-6a4a-49e0-85c9-bf876a00fa9b · outbound

This paper cites [ Library ] github . com /[ org ]/[ repo ]/ issues ? q = is : issue + is : open + sort : updated - desc.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries [ Library ] github . com /[ org ]/[ repo ]/ issues ? q = is : issue + is : open + sort : updated - desc

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.209488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.219280Z digest=sha256:3abd244c04898fbd12c8fc56c9ee84d0de23908104685f186f344ff51ba98db1

Observation 04965b26-f5ff-4338-ac05-96cfd60e6b7e · outbound

This paper cites [ Library ] github . com /[ org ]/[ repo ]/ releases.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries [ Library ] github . com /[ org ]/[ repo ]/ releases

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.196169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.223315Z digest=sha256:fa2b0a1c94520ac6768cc9edef41f28d0ebff97b0ee780424faf652464fa876b

Observation 6623ccd1-482d-4b96-bd5f-9818039f48b7 · outbound

This paper cites [ Library ] github . com /[ org ]/[ repo ]/ security / advisories.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries [ Library ] github . com /[ org ]/[ repo ]/ security / advisories

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.182298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.227344Z digest=sha256:d5f1482dc6fa3542df948d38a3e1f2375533e303e041850b8c06986c3911cf53

Observation b3bfafd8-4f3c-4887-bf2e-cc189438dbd3 · outbound

This paper cites [ Library ] github . com /[ org ]/[ repo ]/ blob / master / requirements . txt.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries [ Library ] github . com /[ org ]/[ repo ]/ blob / master / requirements . txt

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.167875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.231351Z digest=sha256:bebdc30fb6db77f9138f458df87bef762117a2495fc5bbfd7f764aa8e015c0bb

Observation 973f8598-85a2-493f-98be-048fec719a85 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.138992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.240098Z digest=sha256:2ad7f35ae69eaafcb140c5ad396ad3020be5ff106a6ed07b55ecb14906c5d752

Observation 54a73d1e-477f-484e-ae5e-ef2c6a37520b · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.125621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.244173Z digest=sha256:b42b53f5a0f53b0629901f8523821cc46d01f568613ebf8bd24b7e05d2a0e4ad

Observation fae607b6-5e72-4f87-80e4-d47db9d522e8 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.112729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.248195Z digest=sha256:d7bcf60b4393bcf5f44f4acc458dcb55a5380c2849fc4f8b2be3c308f86f6fca

Observation 2ac4e31f-142d-470e-9215-6cb5f2cf1617 · outbound

This paper cites color : red.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries color : red

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:25.099317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.252368Z digest=sha256:1bfbce80f8ecc1d305d72116114940d445fb2246403a0d633d9c98d8973b7c48

Observation 06fa6e92-f861-45a0-88c1-d0fe8c9596af · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.084758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.256888Z digest=sha256:c9a0b7df3ae4418bfe8d372d82d4b1e47a940584f22ecf42afd5a996b41f6053

Observation 8abce7c0-c987-4ef7-91d2-fc00f5fe3bd8 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.071223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.261934Z digest=sha256:8de3be966e75580b4baca0810406d1da67ad41bafb1b90377d0f0d48ea9fd24a

Observation db75d21e-1863-47dd-8ef3-6fe226fdb9ed · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.057827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.267921Z digest=sha256:05e213f5dfd7f8c9dfc1b36b7ec9b1aea4c6cda185d19e25a042ae6dfc053dca

Observation b72286b3-012d-4acf-8d4c-736a613d2dac · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.044720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.271981Z digest=sha256:ddf8968527d141ae36e77928066a92bfc5e5a06a56964c01e981d36c057deade

Observation 8790702c-5ac9-48dc-b3c9-842823a6cd37 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.031531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.275775Z digest=sha256:910557926475b674f1922d44971c69c19519d31057dfc19da636008a812823e8

Observation f5e73963-e836-4e23-b5f4-5d1291892feb · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.018319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.279674Z digest=sha256:1ea6ddf9dfb371abbac504fa45cf224e418600f37a409d003282039ac56bad39

Observation dfe3723d-b5aa-4d10-97ad-bcdefb7740dc · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:25.005344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.283577Z digest=sha256:4b05ee61c2e2ec16c679a549bff55a6634a2c1edab786d8f0bbbfe21bfa3813e

Observation 90f333a6-e2d6-4eea-a321-f65c6c570cf4 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.992134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.287518Z digest=sha256:4cf9e3169d7b01a4f27f4dd86c323bde0bede4e1d3e0bc707ad30776f045aba2

Observation 48fcdb97-91a2-4fad-bcf3-107d8e8e91a9 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.965411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.295715Z digest=sha256:6c73b05179f0c3ab1c4b609335adc584284aae5a174df1a55a41c70a32b7df7e

Observation d076a6f8-bedc-4c4e-b081-9a3590750fda · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.952131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.299826Z digest=sha256:453b79e2aeb1cf1fe68ca37fcec8cda7cbfa2c933d809716e4b53ffb46395d18

Observation 0e642e26-b602-4fda-a591-bd093ca2a48c · outbound

This paper cites - ONLY use inline hyperlinks.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries - ONLY use inline hyperlinks

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.938926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.303918Z digest=sha256:bcf6a2f0e50c7c9a1436c5efaa4920095c2141b771d73c97c3cb067ad5c3c39c

Observation 7a230a6b-68f3-4d63-bb92-08f7acce5ca4 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.924877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.308536Z digest=sha256:87933e3ddaa254688af7251947a73f6e1aed7e756dc0d22d185f6f13bbdb548d

Observation 31076243-5c3d-42fd-9d1f-057e5316f51a · outbound

This paper cites This agent evaluates the quality of a written section and generates follow-up queries if information is missing or insufficient.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries This agent evaluates the quality of a written section and generates follow-up queries if information is missing or insufficient

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.911411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.312491Z digest=sha256:df5f17cf3c6fc5e0c4f3b0aae7aba75d369986db2dacc5566f7f6a9aa1a9ca05

Observation f8f4282a-51a0-425c-9dc3-6712068e602d · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.897812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.316948Z digest=sha256:900ccbe86e01c4728afc92762ff29cdaa66d2986be56c8d35c18b857090e0ecd

Observation 4ef9da06-0acb-474d-b5c3-c904c687afa7 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.883933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.321741Z digest=sha256:b202dc6adf275fc178a35b2d9a8a2e18aa470a44fb0dffec5c7456e21ef70105

Observation 64aa7a45-1725-45d6-91b8-333f0df5e367 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.871087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.326417Z digest=sha256:aa200292e05c234cdb8a85600f29c3832a998e9d26b3b8377688f976ecb20b05

Observation 04fb7cc5-1d80-4fba-97c2-10b8b4123b4f · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.858533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.330443Z digest=sha256:5a80074aecca80c3f11a7ad8ae1b623d146b235b9e398e695a669dfc3f2f5166

Observation 02d45d89-e1fc-4159-9e7f-15f83df31f4b · outbound

This paper cites pass " ,.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries pass " ,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.845506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.334411Z digest=sha256:c889b7e86e70783b5a149fdba6aa01fa0dacb2e4dbab4806b68004458c03dbd1

Observation eec11590-904c-4c2d-a4e1-7f16ffdfb27a · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.832131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.338912Z digest=sha256:2291a66bd9c49051a8dc6c5286a4fd5abe7ae6e96cad28467b12c21b8374732e

Observation be74fea4-b396-4f42-91ae-f15e6f730b02 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.818436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.343092Z digest=sha256:c72c064e0b42d8c1e521a7cf61ce66b542cbeef24fb72a566a60b48183c00854

Observation 04966b95-96cc-4be6-b12c-51953c821459 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.804797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.347169Z digest=sha256:db0ca46451fea22fe4b16e8ebfad7b9e335cbb050f921066858e014bb380d816

Observation 156525d4-dd5a-4028-83dc-ff459f11a910 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.790971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.351133Z digest=sha256:d2e91570806ceb748506844599201f313077ae272745b1cdc358119c38f6aa1f

Observation 7001ebe2-8d6d-4fcf-a263-8dd8edd474bb · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.777782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.355963Z digest=sha256:adf9ebfd17b9252b6f84ab7b2c6ebe1f58c16642ee2cca8cc6ceb45706d5a94b

Observation d2292b27-f780-4b9f-8423-8a529b673171 · outbound

This paper cites [ TensorFlow security page ]( https :// www . tensorflow . org / security ).

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries [ TensorFlow security page ]( https :// www . tensorflow . org / security )

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.764239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.360342Z digest=sha256:7c5b603be8c3a3d10fa63ca5bc6027cb45f158eaae17f3268f61568223d5c8cd

Observation ea52137b-afe7-4d05-990f-d3235f395dd6 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.750355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.364925Z digest=sha256:8431f77271f569eedf637b5ac5a60b65d0afcad1c45c9547ba392df47e6c1a23

Observation 75ad70eb-72b3-47e2-8846-5ebd34143a71 · outbound

This paper cites TensorFlow.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries TensorFlow

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.734720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.369310Z digest=sha256:e97cd8c7e948c7ba1b8fa36211ce8477f792e3ce02411e0bc5880e4e0a15e385

Observation 2726d927-6289-4720-9547-89b51909b026 · outbound

This paper cites owner / repo.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries owner / repo

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.721630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.373569Z digest=sha256:1a1f0785ea6ddfe2d22266b35d60cfe8a03cdd168fbb6ca5672162c3d2017d72

Observation f14ffad8-96eb-4591-8c82-ac48708b36a2 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.708796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.377690Z digest=sha256:558c6bbe072b9c7376b73810392a2d95b30c873e6d0bb019756b070eba48773d

Observation e998c794-24d6-4838-8c57-23711bab6d38 · outbound

This paper cites ?" scores from your analysis - The denominator for coverage should be the total number of applicable checks ( excluding.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries ?" scores from your analysis - The denominator for coverage should be the total number of applicable checks ( excluding

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.695461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.381731Z digest=sha256:cc507c76c406d92efceae0c660741de69602f3512758e9c69b4f4312cfa457d2

Observation 57b034e2-a9ad-454c-a267-af2bdf32fbd3 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.681190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.385998Z digest=sha256:423c92bc69197bad2d87c9f55e41d3a04abcee9e0a62d4455b21341129f83a04

Observation 3680664a-0bf7-411d-86b5-685c8dca6a88 · outbound

This paper cites Model Coverage : 14/18.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Model Coverage : 14/18

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:56:24.667961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.390483Z digest=sha256:71a4d7d10bdbaec6cc0b9ab0c15f21c102bc71278472d00ab70785f7e0e40c6c

Observation fa5c3e2c-d74d-443f-9037-a21bad091c6e · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.654322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.395045Z digest=sha256:812202b5d96991c278149d4e9a4b5e8df85bafbe31c54f797bf33a35481f5c34

Observation 2d92639e-b292-4ed0-a76e-e18d24f85bc7 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.641070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.399041Z digest=sha256:00c9c29a9c92a1fe87600a3a132cb538dc19677c288b89f3387c9a4ab82650a3

Observation dd7beccd-0a18-4447-98bb-719b76faec7a · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.627664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.402993Z digest=sha256:0f2b406eb1db650cd56c8debab75fe6e3cb18d0b2fe77c2d8562b2d85d5a4a27

Observation 4a45350e-e340-4bbc-b3fe-c0749d2a4bec · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.613900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.407060Z digest=sha256:6ccf0e6457d8b0989bd3d917bbc6182615202ecc348066232a4b21decdaebcf1

Observation 0cf93831-a00d-4e2b-92ff-f59178ee27a1 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.600148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.411367Z digest=sha256:e58beaf28ccbcfe1eb129b28791158bbb012d89e936c557d49a7d3d5391ba589

Observation a48041c6-0a0f-499b-99ea-8a31a0ec59ce · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.585713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.415536Z digest=sha256:db88748aab2e1c446b6c53f6092b04bcff6e7438c5abf53ef94f21deef559da3

Observation 48ecc14e-986f-4a60-9db7-68a2dce8191e · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.571034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.419607Z digest=sha256:498eaf08b00203203673c69d6716f8a5efb626179fd8ddd6fe35284b4dabd544

Observation f43d84f2-692b-408e-b999-534a79d7ec3d · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.557028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.424048Z digest=sha256:6d257d02f89c6785765f285f3282f41df88935beb55666093f4c1da84a8545e6

Observation e818c9ce-af3a-4dce-9194-e48d34148100 · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.543572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.428056Z digest=sha256:b3d02f0e45ac612f3633f1c08f341e63a52b36e1e51650f30920c5ecff304659

Observation eee0b263-cd9a-4cb0-b227-f001a6557f4e · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.529891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.431931Z digest=sha256:fc41576cffc732282b0eec18d68ed439578109ad9b639228395d9a320f177110

Observation af557290-bbe9-4f7f-82d3-ed6033325c6d · outbound

This paper cites an unresolved cited work.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:56:24.516127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:56:24.436209Z digest=sha256:1c00270f45efb91854a9a77194653b88089e55b9f0c2f9b47fa0e6be7f048c71

Observation 51952903-5f57-4b5c-8913-bdd760ca5820 · outbound

This paper cites Formation of low mass protostars and their circumstellar disks.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Formation of low mass protostars and their circumstellar disks

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T21:56:24.178739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:56:24.178739Z digest=sha256:6e60b58c5abcc0c9eb08f581ba0cf213f8f38c5208cedec1715ad91621e51715

Observation ae11fff3-132f-4351-9272-6a9693f69e51 · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

LibVulnWatch: A Deep Assessment Agent System and Leaderboard for Uncovering Hidden Vulnerabilities in Open-Source AI Libraries Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-15T21:56:24.163876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:56:24.163876Z digest=sha256:5513a9589f0653d0c23de1dd877ce1476fdaa392947d5f01af856f5c1ac4a866

Pith citing papers

No inbound Pith citation observations are available.