Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 51 of 51 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 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:00:26.754277Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

51 of 51 outbound references displayed

verified exact0
verified fuzzy4
unresolved47
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

Observation fc0b7c81-b95a-4bbe-bb2d-1b6fa5a66208 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.542385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a8c06b-1c6b-4fe5-8761-9b401cf02319 · outbound

This paper cites write newline.

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

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.547941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71cf21c1-4512-468c-828b-d3d4d0019cca · outbound

This paper cites an unresolved cited work.

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

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:00:27.426993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 17de26bc-bf67-4d54-beae-2a91a9560b2e · outbound

This paper cites Structured Denoising Diffusion Models in Discrete State-Spaces.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Structured Denoising Diffusion Models in Discrete State-Spaces

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.556286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 485356a7-d5b4-4bde-b6fc-0910fcc7002a · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.560593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe0c5607-8f46-4185-828e-a6a9db94536c · outbound

This paper cites Safety-Tuned LLaMAs: Lessons From Improving the Safety of Large Language Models that Follow Instructions.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Safety-Tuned LLaMAs: Lessons From Improving the Safety of Large Language Models that Follow Instructions

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.564515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7563844b-31a4-4d47-9dfb-e4ae4fffbf3c · outbound

This paper cites Defending Against Alignment-Breaking Attacks via Robustly Aligned LLM.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Defending Against Alignment-Breaking Attacks via Robustly Aligned LLM

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.568673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf71fb20-1bc9-4b55-9f33-1c19a879455f · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.572409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 721d55f6-cf88-4638-b644-71b3c3ba815b · outbound

This paper cites J.; and Wong, E.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation J.; and Wong, E

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8dc1b1fa-79f8-4593-85a8-1bf3dfaee379 · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.580456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 685a581a-323c-4f0a-8a85-063ef75de1c3 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.584264Z

Source-reported events for the cited work

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Observation 937eb45a-9584-42df-8789-1bdbe584f99e · outbound

This paper cites an unresolved cited work.

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

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:00:27.404266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 32c91957-d976-4bfd-9b1e-0df7db7243d8 · outbound

This paper cites A Survey on LLM-as-a-Judge.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation A Survey on LLM-as-a-Judge

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.595001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b2da963-8359-40a5-b15a-9d7f40bc1128 · outbound

This paper cites COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.599149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa39c0d1-d6b7-4671-9e23-2f1a305df492 · outbound

This paper cites DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.603025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 302d38fd-29d1-44bc-a0d8-f5fa12c8b764 · outbound

This paper cites Denoising Diffusion Probabilistic Models.

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

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.606967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9739a23a-2c81-4c34-91b7-9bad033a98d2 · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.611055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6af1631-8bf9-4be8-8a56-a07cf5738255 · outbound

This paper cites Baseline Defenses for Adversarial Attacks Against Aligned Language Models.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Baseline Defenses for Adversarial Attacks Against Aligned Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.619019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1961d8ca-26d2-449c-aedb-debd7b08be4b · outbound

This paper cites Improved Techniques for Optimization-Based Jailbreaking on Large Language Models.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Improved Techniques for Optimization-Based Jailbreaking on Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.622586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d63836-4eeb-4dd1-9287-06270a9b227d · outbound

This paper cites Mistral 7B.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Mistral 7B

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.626472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ffc8441-8614-4078-9641-bf7c7843c96d · outbound

This paper cites Y.; and Poovendran, R.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Y.; and Poovendran, R

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:27.389578Z

Source-reported events for the cited work

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Observation ead6cdc3-d165-467a-ae46-1844548f7472 · outbound

This paper cites an unresolved cited work.

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

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.633525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3935cd84-61ab-40a1-8366-d1fdaedccf9c · outbound

This paper cites Diffusion-LM Improves Controllable Text Generation.

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

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.636775Z

Source-reported events for the cited work

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Observation d6e24ccc-08cc-4f8e-89bd-a2154c1b7042 · outbound

This paper cites AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.641738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6d68750-4282-40dc-8f9e-3f2b000626de · outbound

This paper cites dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.645502Z

Source-reported events for the cited work

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Observation 96eb5d27-4e0c-4b7a-9408-714ec46f8c3d · outbound

This paper cites The Llama 3 Herd of Models.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation The Llama 3 Herd of Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.649335Z

Source-reported events for the cited work

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Observation 835229d0-1a82-452a-a518-75b588b54f22 · outbound

This paper cites Scaling up Masked Diffusion Models on Text.

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

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.652662Z

Source-reported events for the cited work

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Observation e7a6e223-62cc-4ec0-8c84-7eebe301b12f · outbound

This paper cites Large Language Diffusion Models.

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

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.657306Z

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Observation b28f704b-06c9-4de0-aebc-e21e85af9b40 · outbound

This paper cites GPT-4 Technical Report.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation GPT-4 Technical Report

Reference 31

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Observation a7d197b8-b09b-4b80-a596-c8a008952edd · outbound

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Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Training language models to follow instructions with human feedback

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.666357Z

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Observation a640efac-a39a-4ae1-aec9-a9c4ba1411b8 · outbound

This paper cites R.; Texier, M.; and Dean, J.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation R.; Texier, M.; and Dean, J

Reference 33

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Observation 1b2d30d2-7849-4bb1-912a-70e5f19d9cd0 · outbound

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

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:27.362598Z

Source-reported events for the cited work

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Observation bce5bf8f-06df-4177-9f54-3a9e81717880 · outbound

This paper cites Qwen2.5 Technical Report.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Qwen2.5 Technical Report

Reference 35

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Observation 34685ca3-cb33-4c33-9032-e6f90d6bab95 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.681610Z

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Observation 414df16e-cb0c-4a81-814b-a4ed8ad57d75 · outbound

This paper cites Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.685264Z

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Observation 8551b4b9-21bb-4d32-97f5-1058bb05675f · outbound

This paper cites SPML: A DSL for Defending Language Models Against Prompt Attacks.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation SPML: A DSL for Defending Language Models Against Prompt Attacks

Reference 38

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Observation cd7de84a-b390-4670-a876-47ab70565019 · outbound

This paper cites Principle-Driven Self-Alignment of Language Models from Scratch with Minimal Human Supervision.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Principle-Driven Self-Alignment of Language Models from Scratch with Minimal Human Supervision

Reference 39

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Observation b2518bcc-6d4c-43cc-ae87-44c96642b359 · outbound

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Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Gemini: A Family of Highly Capable Multimodal Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.697052Z

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Observation afc4f98a-59ad-4f22-a5ec-8267bb014342 · outbound

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Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.700708Z

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Observation 1edfaab6-6b89-41cf-932c-6cadf0feabdc · outbound

This paper cites A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.704638Z

Source-reported events for the cited work

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Observation 8089f707-1dbb-4ab7-b495-bb146c394504 · outbound

This paper cites Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.708042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aabc0dd9-aa06-4a62-a73f-2ad7061b4116 · outbound

This paper cites Qwen2 Technical Report.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Qwen2 Technical Report

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.711709Z

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Observation f188c999-93a1-4a0f-8d58-3d4aad1ee6e1 · outbound

This paper cites MMaDA: Multimodal Large Diffusion Language Models.

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

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.719717Z

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Observation d4afe3a5-a664-492c-ab6f-682388bedf7b · outbound

This paper cites Jailbreak Attacks and Defenses Against Large Language Models: A Survey.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Jailbreak Attacks and Defenses Against Large Language Models: A Survey

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.723935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 397f2d54-f93c-4069-8eb6-4b8b603e1ca0 · outbound

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Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.728685Z

Source-reported events for the cited work

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Observation 3b26ea39-a295-475d-8cbc-ed3f3f0b5a75 · outbound

This paper cites GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.732311Z

Source-reported events for the cited work

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Observation f1f9b991-61a3-4d92-b8f3-d4dfa3406fc2 · outbound

This paper cites How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs

Reference 50

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c75573e3-c618-4f3e-9294-c825a6be6b18 · outbound

This paper cites On Prompt-Driven Safeguarding for Large Language Models.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation On Prompt-Driven Safeguarding for Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.739580Z

Source-reported events for the cited work

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Observation 8c8a5cbb-104f-41a0-8ab5-1387e7f486a9 · outbound

This paper cites Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.742886Z

Source-reported events for the cited work

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Observation de076d52-f912-4339-b58f-63eaae1a46ca · outbound

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Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.746725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d35434cf-02a5-4e45-9782-9ea4813ba9f5 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:26.754277Z

Source-reported events for the cited work

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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

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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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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.