Paper Citation Record · LEDGER

Semantically Guided Adversarial Testing of Vision Models Using Language Models

As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2508.11341.

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

pith.paper-citation-record.v1
2508.11341 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:01:21.174752Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

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

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact2
verified fuzzy26
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 545b79a4-ed9a-4040-8ab3-f5df1ed22121 · outbound

This paper cites Szegedy, W.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Szegedy, W

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.147206Z

Source-reported events for the cited work

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

Observation 20798d58-71ba-4834-b9cb-5ebefea7f2b4 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Explaining and Harnessing Adversarial Examples

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:21.041182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b547da06-17f5-4da5-9931-289ac98d68d1 · outbound

This paper cites Carlini and D.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Carlini and D

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.135870Z

Source-reported events for the cited work

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

Observation 3708c099-549f-4af5-8d20-40f92094db9d · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:22.123538Z

Source-reported events for the cited work

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

Observation 9ea2fc50-52d5-4d86-a5be-b8190e863f3d · outbound

This paper cites Filus and J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Filus and J

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.113336Z

Source-reported events for the cited work

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

Observation 02a25bab-fe29-47d7-9c5e-019033a96de4 · outbound

This paper cites Gelenbe and M.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Gelenbe and M

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.104100Z

Source-reported events for the cited work

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

Observation b1dc30d6-46b3-4ba1-ba81-5a351170a8db · outbound

This paper cites Filus, J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Filus, J

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.095544Z

Source-reported events for the cited work

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

Observation 176ace4f-2d7a-4448-ae5a-78c456d71a1a · outbound

This paper cites Guerra-Manzanares, J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Guerra-Manzanares, J

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.087194Z

Source-reported events for the cited work

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

Observation 16d5c1a3-1b36-49f7-837c-d6c4fe28207a · outbound

This paper cites Siavvas, I.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Siavvas, I

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.078691Z

Source-reported events for the cited work

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

Observation 723cf571-22be-417f-98f8-454120de3db5 · outbound

This paper cites Filus and J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Filus and J

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.069079Z

Source-reported events for the cited work

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

Observation 63233f28-8f54-4af0-a6d7-2523ce9af7e2 · outbound

This paper cites Filus, M.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Filus, M

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.059926Z

Source-reported events for the cited work

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

Observation 4f2d3572-9647-4c0f-9385-9c0361bb187e · outbound

This paper cites Hanif and S.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Hanif and S

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.050241Z

Source-reported events for the cited work

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

Observation 5764f681-d096-4012-856d-c063af55ca3d · outbound

This paper cites Adversarial Machine Learning at Scale.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Adversarial Machine Learning at Scale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:21.077250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82efe76b-fee2-4578-ab5b-c46d18213092 · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:22.040394Z

Source-reported events for the cited work

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

Observation f704a00d-316a-4ac2-ae28-fd9d64e43df9 · outbound

This paper cites Filus and J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Filus and J

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.027449Z

Source-reported events for the cited work

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

Observation 00dd6fb3-45f0-46ba-bab3-3f6e5a4a7e14 · outbound

This paper cites Filus, M.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Filus, M

Reference 16

Resolution: verified exact; raw_fallback, observed 2026-08-05T20:01:21.301320Z

Source-reported events for the cited work

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

Observation 8d3a1e3e-b5ce-4df4-a285-678f62f800ad · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:22.018142Z

Source-reported events for the cited work

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

Observation bb5c018a-af79-4ab7-90d4-6ab65bb96fdf · outbound

This paper cites Devlin, M.-W.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Devlin, M.-W

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.009605Z

Source-reported events for the cited work

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

Observation e3c34a36-966c-421c-8425-91afc67137ac · outbound

This paper cites TinyLlama: An Open-Source Small Language Model.

Semantically Guided Adversarial Testing of Vision Models Using Language Models TinyLlama: An Open-Source Small Language Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:21.095827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e325eb7-1b62-4493-8640-37733b671e48 · outbound

This paper cites Radford, J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Radford, J

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:22.000219Z

Source-reported events for the cited work

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

Observation 0d65c970-5107-4183-8047-127a2b15e50a · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.991424Z

Source-reported events for the cited work

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

Observation c0f5ed9f-3538-4140-939e-ab3658910ce5 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T20:01:21.105197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f434d14b-6d9e-4bc8-94ad-b42d93c9e312 · outbound

This paper cites Moosavi-Dezfooli, A.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Moosavi-Dezfooli, A

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.976599Z

Source-reported events for the cited work

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

Observation 121a5151-a5bc-4711-a866-78de43cf3160 · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.643999Z

Source-reported events for the cited work

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

Observation 3bd7d403-6bea-4392-bbc2-d0324d5d9b89 · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.558996Z

Source-reported events for the cited work

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

Observation 70790140-6450-483c-a90d-9d0e5e3592cd · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.517205Z

Source-reported events for the cited work

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

Observation b19d9a74-59f6-4a2b-87a8-db2b33e9308d · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.495026Z

Source-reported events for the cited work

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

Observation 85774f6e-fd84-464e-b24f-4172d6e2baba · outbound

This paper cites Filus, J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Filus, J

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.485592Z

Source-reported events for the cited work

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

Observation dbc9a654-ab14-4c6b-90cc-c0bf5864a283 · outbound

This paper cites Bayat and I.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Bayat and I

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.475578Z

Source-reported events for the cited work

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

Observation 3a237db0-0dd6-4a63-b959-7e7c707a03ff · outbound

This paper cites Kurakin, I.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Kurakin, I

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.464849Z

Source-reported events for the cited work

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

Observation 93565c69-863c-453d-9897-52ff913835f2 · outbound

This paper cites Mahmood and E.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Mahmood and E

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.454225Z

Source-reported events for the cited work

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

Observation bbd39ce3-712e-4f3a-8206-b1fce40302c5 · outbound

This paper cites flipping the label.

Semantically Guided Adversarial Testing of Vision Models Using Language Models flipping the label

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.444699Z

Source-reported events for the cited work

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

Observation 36049b9f-2d99-40d1-a22d-f1385094bd02 · outbound

This paper cites Kolb, ``Experiments on the difference between semantic similarity and relatedness,'' in Proceedings of the 17th Nordic Conference of Computational Linguistics , 2009, pp.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Kolb, ``Experiments on the difference between semantic similarity and relatedness,'' in Proceedings of the 17th Nordic Conference of Computational Linguistics , 2009, pp

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.434095Z

Source-reported events for the cited work

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

Observation 75b4d425-4ff1-414d-b9cb-5dd2ff299bd1 · outbound

This paper cites Pedersen, S.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Pedersen, S

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.423774Z

Source-reported events for the cited work

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

Observation cb1db1e0-49ec-460b-8157-e439808f6bb4 · outbound

This paper cites Verb Semantics and Lexical Selection.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Verb Semantics and Lexical Selection

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:01:21.210217Z

Source-reported events for the cited work

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

Observation 1ee621e0-d073-4e4b-9b4a-6620df839294 · outbound

This paper cites Leacock and M.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Leacock and M

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.413252Z

Source-reported events for the cited work

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

Observation a1e1b400-b0e6-4327-950d-b776a5be30b5 · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.403076Z

Source-reported events for the cited work

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

Observation 10cd346a-c088-4c42-87cd-e999b05c259d · outbound

This paper cites Uesato, B.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Uesato, B

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.393719Z

Source-reported events for the cited work

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

Observation ca1d69b2-c223-4923-b3a5-dc278ca15511 · outbound

This paper cites Sandler, A.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Sandler, A

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.384234Z

Source-reported events for the cited work

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

Observation 93b3bbf6-ed47-4a56-8967-cfd29c0ab4e1 · outbound

This paper cites Tan and Q.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Tan and Q

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.373622Z

Source-reported events for the cited work

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

Observation 575a6046-6379-4fca-9469-0f4d5cf2e397 · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.362680Z

Source-reported events for the cited work

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

Observation f65e42be-4118-46be-bbb4-c246ca4bd2ef · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.353287Z

Source-reported events for the cited work

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

Observation e125d34e-f27a-4b38-9964-abe0023e262f · outbound

This paper cites Russakovsky, J.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Russakovsky, J

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:01:21.343355Z

Source-reported events for the cited work

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

Observation c41de758-307d-4838-9a97-011b3894b6bc · outbound

This paper cites an unresolved cited work.

Semantically Guided Adversarial Testing of Vision Models Using Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:01:21.333492Z

Source-reported events for the cited work

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

Pith citing papers

No inbound Pith citation observations are available.