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Paper Citation Record · LEDGER

GenAI Security: Outsmarting the Bots with a Proactive Testing Framework

As of 16 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 2026-08-15T06:32:42.880941+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:e329c063af6f0635868ed4b13248b4ce7de6898796e04a9fa5ca496023af9bd2

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:c7e5681115ec66ea3f1bd6294feee39da9baec49bde18348d02ee7427edb57de

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:ee0afed6fb5b11add23b5a5d72da02cf51ddcef905471eb6e56d216487c86efe

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=sha256:738f4594cd2bdd272103e5ffbedabf48e39f61474c419233aaa85ee26193308a

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=sha256:1538743b6babfb357241e93285f2e997988e14bc5bfe17966148a48e05f6e48c

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T21:36:15.248552Z digest=sha256:68d0b1e01ccd03d29c3cfeb95faa88663d6b0e39662c29c09e1d5afdce94f376

Pith citing papers

No inbound Pith citation observations are available.