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Paper Citation Record · LEDGER

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

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 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 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T21:45:34.686526Z

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.

source=pdf_text observed=2026-08-12T21:45:34.686526Z digest=sha256:da2b06c0aad7a6d62e9d55bd6860b7916c6ea48c4d6bdc2b894f9d58d5d658bf

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.

source=pdf_text observed=2026-08-12T14:24:32.427613Z digest=sha256:1022892de5a6dc4a15ec5b59a2f12af4a028fcc7f9f56ec65bfad62c91f37a78

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.

source=arxiv_source observed=2026-08-12T05:56:46.387894Z digest=sha256:ea16bb99040b45d58815bc032a5a0bffe4fe0b02067c5e1699d720fe9c1e309b

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.

source=pdf_text observed=2026-08-09T16:18:40.617617Z digest=sha256:ffc198774c507853847a53833d0cafb8023ef5141e674fc1109d5483b25e2b43

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.

source=arxiv_source observed=2026-08-07T13:22:00.937985Z digest=sha256:1bf14626dd97ef535e746f0945eeea94ba1d0592ed5d1e3d7b36ed3d146d0ace

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.

source=arxiv_source observed=2026-08-07T12:35:26.935873Z digest=sha256:af659a7af561e7bbd7b52a1554624b290aef4e084fd3abc5e74858d60e35bd40

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.

source=pdf_text observed=2026-08-06T20:47:51.264678Z digest=sha256:00af750e0ff91542d28e9367e63bb563aac73f469e9ec7b2188c8ad8e3d78aa4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-09T14:24:48.999632Z digest=sha256:a0ebec0a6550d099eb97164a8b243d76a5abafa7c68f46076830142a7a9cd658

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-27T16:33:28.848573Z digest=sha256:309f9f96d78a75215d10fa4e57f5ac21ee0ea2a34efa1a2d22d32023145d6236