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Paper Citation Record · LEDGER

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2510.22768.

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

pith.paper-citation-record.v1
2510.22768 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:04:33.946381Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

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

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T02:53:55.777033Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved35
  • parse uncertain1
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 897ee568-27fb-4454-8652-034f26253c78 · outbound

This paper cites It may leverage personal anecdotes or testimony.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion It may leverage personal anecdotes or testimony

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-04T08:04:30.860633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:30.860633Z digest=sha256:cb33f138e1b9fa9fd90c42e571b5670f6bb3aceb4a627892e3d89a717953b42b

Observation 34e25119-c384-41d3-96c0-c1fcb56047c8 · outbound

This paper cites - Illustration: A social media post claims drinking bleach cures a disease, despite being false and dangerous.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: A social media post claims drinking bleach cures a disease, despite being false and dangerous

Reference 2

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unresolved
no resolver link, observed 2026-08-04T08:04:30.901639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:30.901639Z digest=sha256:34a3edb9edc69a75cd38244fd51e62d31d7f4c0ecdfda285f0a131d3090ba62d

Observation 79fb0115-a2b1-429e-99a2-ee9a03dd1a1c · outbound

This paper cites - Illustration: Users coaxing an AI assistant to reveal restricted information or bypass safety protocols by cleverly rewording prompts.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: Users coaxing an AI assistant to reveal restricted information or bypass safety protocols by cleverly rewording prompts

Reference 3

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no resolver link, observed 2026-08-04T08:04:30.966893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:30.966893Z digest=sha256:3990ebebeb1c6c3b30d21180bb3d9588ca94bdbb1eaa337fa876bfa46f7a0311

Observation 0642bbd3-0f80-49d4-92d0-5955c0b8acf8 · outbound

This paper cites How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs

Reference 4

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no resolver link, observed 2026-08-04T08:04:30.692057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:30.692057Z digest=sha256:815b757f688f9a2a9683ce18fddfb2c0039174808d6e8957275a4206dec1f9ac

Observation 675a74f7-d4a9-4076-92b2-1d1bb1cf4199 · outbound

This paper cites - Illustration: A cafeteria places fruits at eye level to encourage healthy eating.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: A cafeteria places fruits at eye level to encourage healthy eating

Reference 5

Resolution
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no resolver link, observed 2026-08-04T08:04:31.164813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:31.164813Z digest=sha256:b696abd94781d1842895d044229afb66bae18a0436e36803bc947be3c7bb10e3

Observation d3b5ed32-f08c-45c7-ac2b-d8431f79b771 · outbound

This paper cites - Illustration: Social media bots amplify partisan content to widen ideological divides.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: Social media bots amplify partisan content to widen ideological divides

Reference 6

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no resolver link, observed 2026-08-04T08:04:31.217881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:31.217881Z digest=sha256:5fe701e4579dd26836f9ff4d0764c16f79085ecaff740cb98b46f47d97734cd8

Observation ea033a8b-b29f-41ec-a927-518708d5f1bc · outbound

This paper cites - Illustration: A charity uses images of suffering children to evoke sympathy and increase donations.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: A charity uses images of suffering children to evoke sympathy and increase donations

Reference 7

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no resolver link, observed 2026-08-04T08:04:31.317461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:31.317461Z digest=sha256:61570af374e3bc83a0e0cbca025c671cb3ebd156bc936cc3f03f127b771f365e

Observation 46439f85-296e-4b5c-acb6-77e5857f2722 · outbound

This paper cites - Illustration: An online store uses pop-up ads with limited-time offers—”Only 2 items left!”—to create urgency.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: An online store uses pop-up ads with limited-time offers—”Only 2 items left!”—to create urgency

Reference 8

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source=pdf_text observed=2026-08-04T08:04:31.060039Z digest=sha256:4b8ed6095dd5f4aaab6d41954ead9d6852d14cc186ccab9a307976845b5b8973

Observation c3bf1818-152c-45bf-9f12-e3d19856d0e0 · outbound

This paper cites - Illustration: Authorities issue a weather alert urging residents to evacuate an area due to an imminent hurricane.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: Authorities issue a weather alert urging residents to evacuate an area due to an imminent hurricane

Reference 9

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no resolver link, observed 2026-08-04T08:04:31.329100Z

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source=pdf_text observed=2026-08-04T08:04:31.329100Z digest=sha256:d53ed8d658ffa38b1d8aea852a43cf84b762897e07847006b6d1b17f335f0761

Observation 87894111-a1d3-4e1c-8155-8513366888d1 · outbound

This paper cites - Illustration: A school campaign encourages recycling by showing how it benefits the environment.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: A school campaign encourages recycling by showing how it benefits the environment

Reference 10

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source=pdf_text observed=2026-08-04T08:04:31.372668Z digest=sha256:f933ff85a4eba6d99f1f24c19cb6827bbef8de694320dfe5dd8f4ae42bbe3493

Observation 743dfe99-d36e-44b8-9316-8f570d0b9681 · outbound

This paper cites - Illustration: Religious leaders advocating for charity during a holiday, invoking spiritual rewards.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Illustration: Religious leaders advocating for charity during a holiday, invoking spiritual rewards

Reference 11

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source=pdf_text observed=2026-08-04T08:04:31.457168Z digest=sha256:131d06a198c7c6f31c53079ad93effb49d210a71b9be142baf0e73dcf0d83fa1

Observation 3255dcb9-a0c9-4665-ab03-b7d0eb273f03 · outbound

This paper cites confirm their password.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion confirm their password

Reference 12

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source=pdf_text observed=2026-08-04T08:04:31.324507Z digest=sha256:f804a7612e5babad3dc705eb92e6093d883425373417ee6008f794a68beb2298

Observation 99925d6d-1dab-4b3f-86bf-33b3372b51aa · outbound

This paper cites category.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion category

Reference 16

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source=pdf_text observed=2026-08-04T08:04:31.579689Z digest=sha256:9b7dbebf1841bb9e4881e0982e9c57f33e74527984139adb62d253f60650bc34

Observation 2076a41c-b5d7-46c8-8402-886db2d7222d · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 17

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no resolver link, observed 2026-08-04T08:04:31.713864Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:31.713864Z digest=sha256:eb7e681bc5c0fe56b257639e3a231c32eb4dfa2faeabc08c19abceb941cd7ee1

Observation b304b5c3-7f5d-4e74-bf80-ad72ad5d0979 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-04T08:04:31.859325Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:31.859325Z digest=sha256:98a23f65c7724c256214fdfe7d4bcbb244bb2476f57b90fbbbb1944301b8f46a

Observation 946c2109-1c9c-4323-b098-cce708ad272c · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-04T08:04:31.924262Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:31.924262Z digest=sha256:5efcb004e097c77decf273af437c4c995a3b8878b4ddfe98616aff57ba3b0d4f

Observation 11b9e75f-0508-453d-9908-e24a292b6983 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-04T08:04:32.043127Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:32.043127Z digest=sha256:b9f59393f881f46bb284999ea00e8744744fd70b6f0131cdb0eb52a17bf8580e

Observation 07b6ad9e-57e7-43e0-9a53-8f193d1123e9 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-04T08:04:32.185965Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:32.185965Z digest=sha256:a13d3e04a081f7167b410b96268a2d98c3c09356e9b75857552b21aa186797e7

Observation 9f80d8f8-1611-4438-9e45-6dcd43631869 · outbound

This paper cites - Text should be overlaid on the image (top and/or bottom), mimicking common meme formats (e.g., Impact font).

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Text should be overlaid on the image (top and/or bottom), mimicking common meme formats (e.g., Impact font)

Reference 22

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no resolver link, observed 2026-08-04T08:04:32.287952Z

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source=pdf_text observed=2026-08-04T08:04:32.287952Z digest=sha256:e5d62175b7b500dbcdb0e483733f5a142a7723451f45095b3cd7e80cd9b185d9

Observation 865324cc-7072-4329-ad21-e23369444662 · outbound

This paper cites - Must present multi-step information or comparative data clearly and logically.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Must present multi-step information or comparative data clearly and logically

Reference 23

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no resolver link, observed 2026-08-04T08:04:32.445373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:32.445373Z digest=sha256:4de631c1efb1042a4316b2fc1e28066b6c41583b4241f4882c0ff335c623d7c6

Observation 66fbcb37-c339-4e0f-8ba3-76fbd51e8ab2 · outbound

This paper cites - Should capture a specific moment, object, person, or scene relevant to the intended message.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Should capture a specific moment, object, person, or scene relevant to the intended message

Reference 24

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no resolver link, observed 2026-08-04T08:04:32.544619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:32.544619Z digest=sha256:f50f2c9455d420f9aa43a5ad447c4e28a059ba5cd150e5a20bebf698b7350789

Observation d35fc4c8-87e4-4ce0-8b40-39ec5be7a811 · outbound

This paper cites - Each post must include exactly one image paired with a short caption or post text.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Each post must include exactly one image paired with a short caption or post text

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:32.619745Z digest=sha256:0b5043880b13f94b722ce8ae3c5b81f40769f550e599b6fe451e7f4b564d709c

Observation 90c3a3df-aa9e-4617-8bd5-ad8accf8e3bf · outbound

This paper cites - Must follow ad design conventions: clear CTA (Call to Action), brand name/logo, and persuasive layout.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Must follow ad design conventions: clear CTA (Call to Action), brand name/logo, and persuasive layout

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:32.751121Z digest=sha256:73639cc89c465fb57b2480f116b665f675b5b7b92ac36e7010dfccb69ae58f9e

Observation bc922f44-62d9-403f-946e-b1599aa50b4f · outbound

This paper cites - Image should resemble an authentic screenshot of a discussion thread or comment section from the specified platform.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion - Image should resemble an authentic screenshot of a discussion thread or comment section from the specified platform

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:32.858671Z digest=sha256:90a5164ac2c064e6d6f1a7c28679ba6b5f036df6a11c9ba54e05059bd472fdc0

Observation e9c91464-7bc1-487d-bec2-3f3af4d8bbcc · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-04T08:04:33.024741Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.024741Z digest=sha256:2d12b9c00bd06e12f6a3faacda8fafb7e3606cb2b483b958872b3d17f4f89546

Observation b9c87427-d8de-492c-8e2e-95a38f54be8d · outbound

This paper cites 3h ago”, “1d.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion 3h ago”, “1d

Reference 29

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.105712Z digest=sha256:0cdbd575543409d6360415c82aa030f7b4bcdd8768c706c734c3295bf1ad4516

Observation 912a45a3-72bc-4e4f-b546-190932300412 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 30

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parse uncertain
no resolver link, observed 2026-08-04T08:04:33.187178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.187178Z digest=sha256:1f4fdf73c886c305b005dcb75cf87a237ead7e48834649fef7b003e6afca3bd9

Observation 36c5ed9e-9cf9-4d0e-b1f9-a815a1ce1ac3 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.268465Z digest=sha256:ad899de4c97108fa182ebcc1b9116b3283efa47e66ba0730860535f7e98c63ea

Observation 240a8317-4f49-41be-8552-4bc23886f778 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 32

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.377198Z digest=sha256:6281a1746f6a82cc6a20360274a6eabb18dace61178ba56761d8f8fae7303474

Observation d3119e05-71b3-4ec4-8c91-3dcdbae580f2 · outbound

This paper cites Implementation.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Implementation

Reference 33

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source=pdf_text observed=2026-08-04T08:04:33.458258Z digest=sha256:566fb1d9b3905ed56b063de81276e9cc081f1740c0badb725bc5ba8e1d98ebf7

Observation 0894315c-d410-49e3-937a-7f288c40f4b0 · outbound

This paper cites Response.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Response

Reference 34

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source=pdf_text observed=2026-08-04T08:04:33.541730Z digest=sha256:98fb84b232f7326e413349d3fb119f9fa091f5d1d62aa21acec184549acf3e55

Observation 045cafdf-a042-4829-bb69-bae65dabc9fe · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 35

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unresolved
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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.670740Z digest=sha256:6885441912270b74075a114332cf1ae5ba05b03b23471d7afcb033aac42edc27

Observation ca37bcd2-8124-473d-90eb-eb848706bc58 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 36

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.750639Z digest=sha256:877bb080d218fe645464af18465f460dcc58259b46f62a937f787c1e70b42630

Observation 2a77f374-a521-40d2-ab37-4d4853640188 · outbound

This paper cites an unresolved cited work.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion Unresolved cited work

Reference 37

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.867609Z digest=sha256:82483bbbdec87890f5804f1ba9b242fa13b26f6fd77fdfb124286aaabba47288

Observation e8d960dc-48cb-4238-9bdd-1e77f76ffa4b · outbound

This paper cites The Bean Palace.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion The Bean Palace

Reference 38

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malformed identifier
no resolver link, observed 2026-08-04T08:04:33.946381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:04:33.946381Z digest=sha256:a123fea28180ef6ba4ad76028cb51f3294db5889ef18be846c698127a676fbb7

Observation 3ee159d6-ac20-48ca-89a9-aecc8adaa2d1 · outbound

This paper cites doi: 10.18653/v1/P19-1566.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion doi: 10.18653/v1/P19-1566

Reference 2019

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no resolver link, observed 2026-08-04T08:04:30.429377Z

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This paper cites doi: 10.18653/v1/2020.findings-emnlp.431.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion doi: 10.18653/v1/2020.findings-emnlp.431

Reference 2020

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This paper cites doi: 10.18653/v1/2024.acl-long.858.

Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion doi: 10.18653/v1/2024.acl-long.858

Reference 2024

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Sense it with your eyes: Sensation Generation and Understanding for Advertisements cites this paper.

Sense it with your eyes: Sensation Generation and Understanding for Advertisements Seeing is Believing? Evaluating Vision-Language Model Susceptibility in Agent-to-Agent Multimodal Persuasion

Reference 33

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