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Paper Citation Record · LEDGER

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework

As of 21 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 0 inbound Pith citation observations for arXiv:2505.18172.

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

pith.paper-citation-record.v1
2505.18172 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:36:15.248552Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved5
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6beaf93c-dcf3-444d-b502-f11169d5a586 · outbound

This paper cites Abusing Images and Sounds for Indirect Instruction Injection in Multi-Modal LLMs.

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework Abusing Images and Sounds for Indirect Instruction Injection in Multi-Modal LLMs

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T21:36:15.223437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:36:15.223437Z digest=sha256:6c318dc5c8c0ee362e79c4aa707163de15b4816debf822121ca07b0bc8bfdf51

Observation 71cd4eda-7962-4309-af21-f4e019217f80 · outbound

This paper cites Red-Teaming for Generative AI: Silver Bullet or Security Theater?.

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework Red-Teaming for Generative AI: Silver Bullet or Security Theater?

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T21:36:15.228572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:36:15.228572Z digest=sha256:b930d5d9ccc5f37ff08897986d5d87e964fc534f065e1b125c52215e8478ce92

Observation adcc0633-faa9-4eaa-ba80-8083bb30bb8b · outbound

This paper cites SurrogatePrompt: Bypassing the Safety Filter of Text-to-Image Models via Substitution.

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework SurrogatePrompt: Bypassing the Safety Filter of Text-to-Image Models via Substitution

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T21:36:15.232968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:36:15.232968Z digest=sha256:b64d7d75202f88878094ad1e3a40e6af991f70ea9b6dd8e49523557344c253f6

Observation 44ae3983-ca49-48bf-b32c-662942dc61bf · outbound

This paper cites SneakyPrompt: Jailbreaking Text-to-image Generative Models.

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework SneakyPrompt: Jailbreaking Text-to-image Generative Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T21:36:15.237621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:36:15.237621Z digest=sha256:62ca73548c28a43987f0467b9da8cbb531a5eec98b1a84cd8cd59c98daa69ba2

Observation 88fcd084-e6be-40c9-99bf-5b36413b2d47 · outbound

This paper cites SPML: A DSL for Defending Language Models Against Prompt Attacks.

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework SPML: A DSL for Defending Language Models Against Prompt Attacks

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T21:36:15.243888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:36:15.243888Z digest=sha256:80a6578f8cba00c8581b76282fc8a00928978219490b2fb8a0ef44bbd5d32045

Observation 5b62e853-d243-4321-af57-7a6cce51af45 · outbound

This paper cites UA O ] e R]U 'A @RVV&wͅ9s @ +p >w^VbZ= ]rc #fep e4s; @ @ @ fG`o\蜝 r @ @ @+W, Ñpx @ @ @ R 3ϵm( N 6.

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework UA O ] e R]U 'A @RVV&wͅ9s @ +p >w^VbZ= ]rc #fep e4s; @ @ @ fG`o\蜝 r @ @ @+W, Ñpx @ @ @ R 3ϵm( N 6

Reference 6

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T21:36:15.471704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-15T21:36:15.248552Z digest=sha256:931fd92d23c317df100860bab8417b844895b9645bc0aa299fd270794b43333c

Pith citing papers

No inbound Pith citation observations are available.