Paper Citation Record · LEDGER

Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2411.09259.

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

pith.paper-citation-record.v1
2411.09259 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 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 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:45:18.501499Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T17:20:00.272653Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 27124562-0815-40c5-a592-257b84ea0a07 · inbound

A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations cites this paper.

A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:18.501499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22cd4118-cbb3-4f54-9993-a9cb10e74468 · inbound

Implicit Jailbreak Attacks via Cross-Modal Information Concealment on Vision-Language Models cites this paper.

Implicit Jailbreak Attacks via Cross-Modal Information Concealment on Vision-Language Models Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:35.615647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b995f9b-280f-4712-aec3-df69f68af75e · inbound

Investigating Vulnerabilities and Defenses Against Audio-Visual Attacks: A Comprehensive Survey Emphasizing Multimodal Models cites this paper.

Investigating Vulnerabilities and Defenses Against Audio-Visual Attacks: A Comprehensive Survey Emphasizing Multimodal Models Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T04:08:48.559350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98d7d340-2893-4e82-9905-965fbde5a342 · inbound

GIFT: Gradient-aware Immunization of diffusion models against malicious Fine-Tuning with safe concepts retention cites this paper.

GIFT: Gradient-aware Immunization of diffusion models against malicious Fine-Tuning with safe concepts retention Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T16:26:21.309150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e0b78cb-4f63-44f2-bcbf-5a7b8fd736bb · inbound

Invisible Injections: Exploiting Vision-Language Models Through Steganographic Prompt Embedding cites this paper.

Invisible Injections: Exploiting Vision-Language Models Through Steganographic Prompt Embedding Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T11:54:43.242527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4da70b34-d1ac-45e5-bd14-ea2616f1901a · inbound

Mosaic: Multimodal Jailbreak against Closed-Source VLMs via Multi-View Ensemble Optimization cites this paper.

Mosaic: Multimodal Jailbreak against Closed-Source VLMs via Multi-View Ensemble Optimization Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:35:58.994123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa298c4f-227e-49dc-9ece-b73101bfe4ac · inbound

Latent Space Probing for Adult Content Detection in Video Generative Models cites this paper.

Latent Space Probing for Adult Content Detection in Video Generative Models Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T14:46:11.927058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7af958cb-f4df-4a1c-8921-dc2ff70991ad · inbound

Safety Geometry Collapse in Multimodal LLMs and Adaptive Drift Correction cites this paper.

Safety Geometry Collapse in Multimodal LLMs and Adaptive Drift Correction Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:58:13.607221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6d081d0f-b038-4092-9de6-b8b2926b3543 · inbound

PixJail: Self-Evolving Paper-to-Pipeline Reproduction for Text-to-Image Jailbreak Evaluation cites this paper.

PixJail: Self-Evolving Paper-to-Pipeline Reproduction for Text-to-Image Jailbreak Evaluation Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-04T17:20:00.274254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a4b7d2bc-1709-4d4c-a6fd-1c95fbc5f6b3 · inbound

V-DEAL: Diagnosing Video Safety De-Calibration as an Understanding-Refusal Coupling Failure cites this paper.

V-DEAL: Diagnosing Video Safety De-Calibration as an Understanding-Refusal Coupling Failure Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T08:23:25.193531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d16fb8a1-8f47-4dc4-88cc-5555cb0c6efd · inbound

Recover, Decode, Reguard: Guard-Agnostic Defense Amplification againstEncoded VLM Jailbreaks cites this paper.

Recover, Decode, Reguard: Guard-Agnostic Defense Amplification againstEncoded VLM Jailbreaks Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T13:07:51.818433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.