Paper Citation Record · LEDGER

Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2403.09572.

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

pith.paper-citation-record.v1
2403.09572 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:29:59.048143Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:27:30.973754Z

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 a68c2505-6927-46f8-b130-1ac02d4c3e0b · inbound

The VLLM Safety Paradox: Dual Ease in Jailbreak Attack and Defense cites this paper.

The VLLM Safety Paradox: Dual Ease in Jailbreak Attack and Defense Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T21:45:34.686526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9c5c582-68a3-4923-b848-4e7c30130d26 · inbound

Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks cites this paper.

Steering Away from Harm: An Adaptive Approach to Defending Vision Language Model Against Jailbreaks Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:32.427613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 462b5254-f5f1-43ad-ab56-d5933ca80b8b · inbound

VLSBench: Unveiling Visual Leakage in Multimodal Safety cites this paper.

VLSBench: Unveiling Visual Leakage in Multimodal Safety Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T05:56:46.387894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5328590-8792-4f8a-98d4-bf55f78f9471 · inbound

On Almost Surely Safe Alignment of Large Language Models at Inference-Time cites this paper.

On Almost Surely Safe Alignment of Large Language Models at Inference-Time Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T16:18:40.617617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d03a804c-7366-4312-a850-c99569fefb0a · inbound

DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models cites this paper.

DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:59.048143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5610b33f-03d5-463d-a71f-065bddc96ba1 · inbound

Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack cites this paper.

Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:22:00.937985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d5c27d-c373-4429-bc04-7021f7871f58 · inbound

AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders cites this paper.

AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:26.935873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b18a055-dc06-4030-bc22-a9b9747bf208 · inbound

ECCV 2024 W-CODA: 1st Workshop on Multimodal Perception and Comprehension of Corner Cases in Autonomous Driving cites this paper.

ECCV 2024 W-CODA: 1st Workshop on Multimodal Perception and Comprehension of Corner Cases in Autonomous Driving Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:47:51.264678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63ef78a9-faad-41e7-b098-48561192df80 · inbound

VisInject: Disruption != Injection -- A Dual-Dimension Evaluation of Universal Adversarial Attacks on Vision-Language Models cites this paper.

VisInject: Disruption != Injection -- A Dual-Dimension Evaluation of Universal Adversarial Attacks on Vision-Language Models Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:56:08.027696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 279ec03b-0a0f-4d8e-acbd-334326207cbd · inbound

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges cites this paper.

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges Eyes Closed, Safety On: Protecting Multimodal LLMs via Image-to-Text Transformation

Reference 87

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T01:27:30.975148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.