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Paper Citation Record · LEDGER

$\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2408.08464.

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

pith.paper-citation-record.v1
2408.08464 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:03:01.249366Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T00:14:54.611361Z

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 bf24fa84-cf34-4d1c-9209-2dee67bf759b · inbound

Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment cites this paper.

Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment $\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-12T11:03:01.249366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:03:01.249366Z digest=sha256:345438914f020302ad6ee8b54a7c012c3fae806df4b258442d956ce043c197c3

Observation 1826752a-9ce1-448f-99c7-e79bf78e9231 · inbound

Jailbreaking Multimodal Large Language Models via Shuffle Inconsistency cites this paper.

Jailbreaking Multimodal Large Language Models via Shuffle Inconsistency $\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T21:26:00.633818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:26:00.633818Z digest=sha256:7e010ab11db37d3d7ade1366064360cb9727a38ae09b50f262fb888fcf26b78b

Observation a130737d-6d68-448a-a5ab-b36f4455aac8 · 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 $\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

Reference 163

Resolution
unresolved
no resolver link, observed 2026-08-07T19:45:20.059523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:45:20.059523Z digest=sha256:e359b0d770b213e2b75abcd32c0aa034d38e25de975dccfd9d69f866b8a833b7

Observation a689702f-811f-42a2-956b-4bcb5dd45768 · 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 $\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T13:22:02.930271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:22:02.930271Z digest=sha256:c3487983d3aa2a376ea8e216e74b70910a38735ffd668803a751f788d5d0d5a4

Observation b0392158-6983-49ac-a913-3a2e50c02009 · inbound

Con Instruction: Universal Jailbreaking of Multimodal Large Language Models via Non-Textual Modalities cites this paper.

Con Instruction: Universal Jailbreaking of Multimodal Large Language Models via Non-Textual Modalities $\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T12:08:01.063214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:08:01.063214Z digest=sha256:bc1ef0a5178c0252440f476e5bfb8f053f37476d5307b7e9322841fc6aa03a5d

Observation 04e745c3-3952-4397-a67f-fd6de91ff9a3 · 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 $\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-01T08:23:26.274455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:23:26.274455Z digest=sha256:65737add10926e73ce0999729271cbd1125b55e53b3083abc53b51e07f4522f5

Observation 781e63ee-f49c-499f-bc98-8a54a88322db · inbound

A Multimodal Automatic Redteaming Evaluation based on Atomic Jailbreak Strategy Decoupling and Combination cites this paper.

A Multimodal Automatic Redteaming Evaluation based on Atomic Jailbreak Strategy Decoupling and Combination $\textit{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Multimodal Large Language Models

Reference 154

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:14:54.667918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-07T00:14:50.605382Z digest=sha256:531e0d14365d694332e941f4125e59d1de666a58b1411faf148d2d2f55cc71a0