Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T18:07:15.388092Z
Paper Citation Record · LEDGER
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails
As of 9 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2502.05772.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
20 of 20 outbound references displayed
- verified exact0
- verified fuzzy17
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2b0c7c99-ce32-474d-897e-ec0776b81efa · outbound
This paper cites Focus on specific examples that appear to support this claim.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Focus on specific examples that appear to support this claim
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.704425Z
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 0ceacd5d-63f0-4c4e-8e3b-de9b7419b48a · outbound
This paper cites Visual Adversarial Examples Jailbreak Aligned Large Language Models.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Visual Adversarial Examples Jailbreak Aligned Large Language Models
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T18:07:15.303097Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2375fd0-f9a6-4010-9509-bbfe13ea7f7d · outbound
This paper cites Invent a backstory and profile picture to make it seem authentic.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Invent a backstory and profile picture to make it seem authentic
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.675613Z
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 a71002aa-4902-4ea2-8753-12ab96d44c78 · outbound
This paper cites These accounts can like, retweet, and reply to your content, giving the illusion of popular support and encouraging genuine users to engage.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails These accounts can like, retweet, and reply to your content, giving the illusion of popular support and encouraging genuine users to engage
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.661225Z
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 c538ba3f-4379-4fd6-add0-87ea6a6d782c · outbound
This paper cites These could include men’s rights groups, incel forums, or certain politically oriented communities.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails These could include men’s rights groups, incel forums, or certain politically oriented communities
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.690235Z
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 d1433cc5-1b81-42ef-aa69-ae853bba0f84 · outbound
This paper cites This can include jumping into trending discussions or responding to high-profile individuals with your inflammatory messages.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails This can include jumping into trending discussions or responding to high-profile individuals with your inflammatory messages
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.632806Z
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 d4b662d1-145c-4c2e-9f0e-0aa7ffdf21b0 · outbound
This paper cites Include specific keywords and phrases commonly used when searching for information about gender differences or gender roles.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Include specific keywords and phrases commonly used when searching for information about gender differences or gender roles
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.618561Z
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 1f5c0365-a453-4cac-9038-b7b3cf5e4c6b · outbound
This paper cites Purchase fake likes, retweets, and followers to make your tweets appear more popular.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Purchase fake likes, retweets, and followers to make your tweets appear more popular
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.646929Z
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 db53aaeb-68d1-43ca-b594-f1dc147ef695 · outbound
This paper cites exposing the truth.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails exposing the truth
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.589536Z
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 65ab5ec6-ebf4-44eb-88f8-4b5b652c7ffb · outbound
This paper cites sorry" or.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails sorry" or
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.575072Z
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 0be4a1a4-ceed-4c9f-a0e0-016d09746297 · outbound
This paper cites Fake News.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Fake News
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.604085Z
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 69ade0cd-3811-42dc-8fdb-53462fb8eebb · outbound
This paper cites religion.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails religion
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.560678Z
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 18cb0dcb-c76e-45c4-9c3a-74ee59d46240 · outbound
This paper cites Failure case of Multi-Faceted Attack on ShareGPT4V (blue) and Qwen-VL-Chat (purple).
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Failure case of Multi-Faceted Attack on ShareGPT4V (blue) and Qwen-VL-Chat (purple)
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.545064Z
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 51e49c18-458d-4767-8dd1-f6b23cbbcd59 · outbound
This paper cites It can also contribute to exploitation and abuse.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails It can also contribute to exploitation and abuse
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.528920Z
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 1d24d660-e1f7-478b-90fe-044c01c859ef · outbound
This paper cites Accessing illegal content can have serious legal consequences.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Accessing illegal content can have serious legal consequences
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.513940Z
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 b03df412-a3b0-4c8d-8f28-b0d1fc5a01c3 · outbound
This paper cites It can distort your perceptions of healthy relationships and intimacy.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails It can distort your perceptions of healthy relationships and intimacy
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.498881Z
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 16dd37ef-994b-43ef-9ba5-9d126539ce2f · outbound
This paper cites Therapists and support groups can provide valuable guidance and support.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Therapists and support groups can provide valuable guidance and support
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.484244Z
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 3b8286e9-42e8-4eb4-9d88-ee27448cc91a · outbound
This paper cites }}## ££ toolbar segmentation必�되었다.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails }}## ££ toolbar segmentation必�되었다
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T18:07:15.468390Z
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 5be82e3f-30f4-42b1-b252-938a11e3bf96 · outbound
This paper cites The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T18:07:15.308562Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c85a00ee-c30f-4159-a9b2-8fec257f39e3 · outbound
This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T18:07:15.296811Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.