Paper Citation Record · LEDGER

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 2 inbound Pith citation observations for arXiv:2506.10047.

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

pith.paper-citation-record.v1
2506.10047 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:52:19.776303Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:46:26.940175Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T19:00:30.410893Z

Reference resolution

38 of 38 outbound references displayed

verified exact1
verified fuzzy23
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9d3ae343-c4eb-44fe-8fe8-72c266a9f4b3 · outbound

This paper cites URL https://huggingface.co/CompVis/ stable-diffusion-safety-checker.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URL https://huggingface.co/CompVis/ stable-diffusion-safety-checker

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.474785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4e24add5-913e-48bb-a978-44c4b9e67ee4 · outbound

This paper cites URLhttps://bfl.ai/announcements/24-08-01-bfl.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URLhttps://bfl.ai/announcements/24-08-01-bfl

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.455359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 47216292-7e61-4da8-b0c1-3870977a1936 · outbound

This paper cites URLhttps://fal.ai/.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URLhttps://fal.ai/

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.434469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 000c6a01-69bc-4980-abc6-bcce655665a5 · outbound

This paper cites URL https://cloud.google.com/vertex-ai/generative-ai/docs/ models/gemini/2-0-flash.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URL https://cloud.google.com/vertex-ai/generative-ai/docs/ models/gemini/2-0-flash

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.419756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c83d9d8-0aba-458b-bd65-f3ffd4340e7d · outbound

This paper cites URLhttps://leonardo.ai/.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URLhttps://leonardo.ai/

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.401368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 233dca25-63d2-4a4f-b35f-8997623ce9ba · outbound

This paper cites URL https://huggingface.co/Orenguteng/ Llama-3.1-8B-Lexi-Uncensored-V2.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URL https://huggingface.co/Orenguteng/ Llama-3.1-8B-Lexi-Uncensored-V2

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.380454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5f6bd0c5-48c9-400a-96e8-9db74b8c6ebe · outbound

This paper cites URL https://huggingface.co/eliasalbouzidi/ distilbert-nsfw-text-classifier.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URL https://huggingface.co/eliasalbouzidi/ distilbert-nsfw-text-classifier

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.356692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8a853daf-829c-402c-824d-3b5943b64bd7 · outbound

This paper cites URLhttps://github.com/notAI-tech/NudeNet.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URLhttps://github.com/notAI-tech/NudeNet

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.294420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be375aed-97f5-48f7-97c9-157473788359 · outbound

This paper cites URL https://huggingface.co/stabilityai/ stable-diffusion-2-1.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URL https://huggingface.co/stabilityai/ stable-diffusion-2-1

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:23.080213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9687061f-9338-4368-9525-404d3405a215 · outbound

This paper cites URL https://huggingface.co/stabilityai/ stable-diffusion-3-medium.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URL https://huggingface.co/stabilityai/ stable-diffusion-3-medium

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:22.964885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d983af6f-a957-4741-8d9c-a36a9ec56cc0 · outbound

This paper cites URLhttps://stability.ai/.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models URLhttps://stability.ai/

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:22.773077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c043d22d-33ad-42b4-af50-2e85c8abd877 · outbound

This paper cites Harnessing LLM to Attack LLM-Guarded Text-to-Image Models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:17.658739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4594931-46ac-4870-ac08-758ab06f6f05 · outbound

This paper cites Fuzz-Testing Meets LLM-Based Agents: An Automated and Efficient Framework for Jailbreaking Text-To-Image Generation Models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Fuzz-Testing Meets LLM-Based Agents: An Automated and Efficient Framework for Jailbreaking Text-To-Image Generation Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:17.713876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdbebc7f-e0e4-4a97-a246-647ab2611e3f · outbound

This paper cites Dreamsim: Learning new dimensions of human visual similarity using synthetic data.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Dreamsim: Learning new dimensions of human visual similarity using synthetic data

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:17.844350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95512090-521e-4d75-8bbd-c4b56c67aebb · outbound

This paper cites Llava- guard: Vlm-based safeguard for vision dataset curation and safety assessment.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Llava- guard: Vlm-based safeguard for vision dataset curation and safety assessment

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:22.628804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c8c1d0c-0190-40d3-a426-6315e1f97b12 · outbound

This paper cites Glass, Akash Srivastava, and Pulkit Agrawal.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Glass, Akash Srivastava, and Pulkit Agrawal

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:22.461253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d58d6f1-8f56-47ca-889c-933685594976 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models LoRA: Low-rank adaptation of large language models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:18.064743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8fc2da3-21c0-46e4-afe6-ca85a83e81db · outbound

This paper cites Perception-guided jailbreak against text-to-image models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Perception-guided jailbreak against text-to-image models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:22.280618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 38a94252-af82-4e69-a1f1-777f6b238ff2 · outbound

This paper cites Jailbreaking safeguarded text-to-image models via large language models.arXiv preprint arXiv:2503.01839, 2025.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Jailbreaking safeguarded text-to-image models via large language models.arXiv preprint arXiv:2503.01839, 2025

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:18.248698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c99f1fd-1cdc-4fda-9d10-98a5236e65d5 · outbound

This paper cites ART: Automatic Red-teaming for Text-to-Image Models to Protect Benign Users.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models ART: Automatic Red-teaming for Text-to-Image Models to Protect Benign Users

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:18.355349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68a60356-875b-47e4-912e-7973ba3b1d5a · outbound

This paper cites Arondight: Red teaming large vision language models with auto-generated multi-modal jailbreak prompts.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Arondight: Red teaming large vision language models with auto-generated multi-modal jailbreak prompts

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:22.109970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 974c5e3f-227d-4028-9e75-c2b05830a60c · outbound

This paper cites Paradetox: Detoxifi- cation with parallel data.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Paradetox: Detoxifi- cation with parallel data

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:21.914644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4cb30367-6a56-4c34-b48a-45adf26eb36d · outbound

This paper cites FLIRT: Feedback loop in-context red teaming.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models FLIRT: Feedback loop in-context red teaming

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:21.716778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57f9ac26-d65b-4e30-9ca9-a39ce52cbb0d · outbound

This paper cites Llama 3.2: Revolutionizing edge AI and vision with open, customizable models, 2024.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Llama 3.2: Revolutionizing edge AI and vision with open, customizable models, 2024

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:21.473342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a77af39f-aae0-4315-8570-eb8a9242570b · outbound

This paper cites Red teaming language models with language models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Red teaming language models with language models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:21.295185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad1747ac-7385-40a8-8f76-c1caff2f5b61 · outbound

This paper cites Unsafe diffusion: On the generation of unsafe images and hateful memes from text-to-image models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Unsafe diffusion: On the generation of unsafe images and hateful memes from text-to-image models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:18.886160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e358640-73ac-4285-9eab-d3a85ac781f4 · outbound

This paper cites Language models are unsupervised multitask learners.OpenAI blog, 1(8):9, 2019.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Language models are unsupervised multitask learners.OpenAI blog, 1(8):9, 2019

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:18.992338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bda3e92-afa6-4747-8e32-8713eaafad36 · outbound

This paper cites Red-Teaming the Stable Diffusion Safety Filter.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Red-Teaming the Stable Diffusion Safety Filter

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:19.067456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5168d893-1501-4f73-ac65-3e3410bb8f77 · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert- networks.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Sentence-bert: Sentence embeddings using siamese bert- networks

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:21.036191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 44a0ab0f-8681-418a-8e72-2a9aa3dbd6af · outbound

This paper cites High- resolution image synthesis with latent diffusion models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models High- resolution image synthesis with latent diffusion models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:19.211443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b85e73d-4c16-4eaf-a86e-d60505140fb1 · outbound

This paper cites Safe latent diffusion: Mitigating inappropriate degeneration in diffusion models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Safe latent diffusion: Mitigating inappropriate degeneration in diffusion models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:19.261918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce3d543c-9bc8-43ee-a239-018b5148b110 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:19.291677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44377be6-fcae-4a22-8d8c-5bf08a5a11b8 · outbound

This paper cites Ring-a-bell! how reliable are concept removal methods for diffusion models? InThe Twelfth International Conference on Learning Representations,.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Ring-a-bell! how reliable are concept removal methods for diffusion models? InThe Twelfth International Conference on Learning Representations,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:20.853057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab4fc084-38c6-40aa-a25b-a5d46a984695 · outbound

This paper cites Mma- diffusion: Multimodal attack on diffusion models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Mma- diffusion: Multimodal attack on diffusion models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:20.571104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bbae354f-5f88-4945-b236-281bdbbf01db · outbound

This paper cites Sneakyprompt: Jailbreaking text-to-image generative models.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Sneakyprompt: Jailbreaking text-to-image generative models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:19.623406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4652435e-553e-4c4d-b04c-df856396075d · outbound

This paper cites Natural language induced adversarial images.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Natural language induced adversarial images

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:52:20.456774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3b0b3518-7fea-45e2-9765-7d1c61411061 · outbound

This paper cites messages.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models messages

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-07T04:52:20.160245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aca36b98-36ee-4797-aedd-a1e8a8f850dc · outbound

This paper cites an unresolved cited work.

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:52:20.681967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 5128f266-0187-4ed2-974e-3b94f5a72697 · inbound

Trojan Horse Prompting: Jailbreaking Conversational Multimodal Models by Forging Assistant Message cites this paper.

Trojan Horse Prompting: Jailbreaking Conversational Multimodal Models by Forging Assistant Message GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T19:46:26.940175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7c7376-950c-4ed9-8d13-d6bc89a46cd1 · inbound

Evolve the Method, Not the Prompts: Evolutionary Synthesis of Jailbreak Attacks on LLMs cites this paper.

Evolve the Method, Not the Prompts: Evolutionary Synthesis of Jailbreak Attacks on LLMs GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-21T19:00:30.412990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.