Paper Citation Record · LEDGER

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2507.19227.

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

pith.paper-citation-record.v1
2507.19227 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T05:45:43.832756Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 89253ad6-01f5-4fbe-89ac-e287371ac473 · inbound

Step-Wise Refusal Dynamics in Autoregressive and Diffusion Language Models cites this paper.

Step-Wise Refusal Dynamics in Autoregressive and Diffusion Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T05:45:43.832756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83f4722c-8391-4433-b679-c50cf5ae67ba · inbound

Re-Mask and Redirect: Exploiting Denoising Irreversibility in Diffusion Language Models cites this paper.

Re-Mask and Redirect: Exploiting Denoising Irreversibility in Diffusion Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T10:49:57.067735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f45eadf-bc58-411a-b0a9-71c7388ef356 · inbound

GPO-V: Jailbreak Diffusion Vision Language Model by Global Probability Optimization cites this paper.

GPO-V: Jailbreak Diffusion Vision Language Model by Global Probability Optimization Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:20:56.597587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fca03af9-3367-4685-b9b4-47bdbd0fe87f · inbound

GPO-V: Jailbreak Diffusion Vision Language Model by Global Probability Optimization cites this paper.

GPO-V: Jailbreak Diffusion Vision Language Model by Global Probability Optimization Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:31:25.745202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 37d59a2c-55ee-41c1-8f1b-7149b081c3a6 · inbound

BadDLM: Backdooring Diffusion Language Models with Diverse Targets cites this paper.

BadDLM: Backdooring Diffusion Language Models with Diverse Targets Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 64

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:11:25.853932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95f1c04c-262a-46e4-9fb4-032d8ffba1aa · inbound

Machine Unlearning for Masked Diffusion Language Models cites this paper.

Machine Unlearning for Masked Diffusion Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T10:28:12.201872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7f79fba-3efa-42ee-9f44-98797f550013 · inbound

SafeDiffusion-R1: Online Reward Steering for Safe Diffusion Post-Training cites this paper.

SafeDiffusion-R1: Online Reward Steering for Safe Diffusion Post-Training Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 87

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:28:14.056238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d7136bfa-3c65-4751-acd5-3062ba8432db · inbound

Backdooring Masked Diffusion Language Models cites this paper.

Backdooring Masked Diffusion Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T07:33:07.479640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 10eb3ec6-b0a6-4f14-a2ea-5a5078f45087 · inbound

Backdooring Masked Diffusion Language Models cites this paper.

Backdooring Masked Diffusion Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T18:04:58.199130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c164645a-7bf7-48ed-8a08-e6bf972c0313 · inbound

MaskForge: Structure-Aware Adaptive Attacks for Jailbreaking Diffusion Large Language Models cites this paper.

MaskForge: Structure-Aware Adaptive Attacks for Jailbreaking Diffusion Large Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 51

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T23:56:24.424580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 41be467e-917b-44d6-8327-95b4961d968a · inbound

Adversarial Diffusion Across Modalities: A Fusion Survey of Attacks, Defenses, and Evaluation for Text, Vision, and Vision-Language Models cites this paper.

Adversarial Diffusion Across Modalities: A Fusion Survey of Attacks, Defenses, and Evaluation for Text, Vision, and Vision-Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 80

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T04:38:59.178774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0240191a-feb7-4b2b-b5db-5cc3adf5d0d6 · inbound

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models cites this paper.

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T08:22:29.809008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.