Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:46:22.123029Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 1 inbound Pith citation observation for arXiv:2505.21074.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:46:22.123029Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T17:07:54.406120Z
A source-named dated measurement, never combined with another source.
Source: cited_works
69 of 69 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7213e407-a76a-4499-98d8-1eff255774e3 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Celebrity classifier, 2024
Reference 1
Source-reported events for the cited work
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Observation 52b76d30-af06-4380-ab6c-0093d1036098 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Surrogateprompt: Bypassing the safety filter of text-to-image models via substitution
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bcc243bd-3f42-4d95-a364-1966322f6252 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Rank analysis of incomplete block designs: I
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60ddc307-4acc-4a61-979d-5aec513355aa · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Towards evaluating the robustness of neural networks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d8a54403-6929-4971-924e-d969aef0812a · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Efficient black-box adversarial attacks via bayesian optimization guided by a function prior
Reference 5
Source-reported events for the cited work
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Observation f4b6bd00-7fad-41a3-9d6a-df6070c773fb · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Nsfw classifier, 2020
Reference 6
Source-reported events for the cited work
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Observation 2607205e-a345-4de2-aa19-8657327b69d4 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality.See https://vicuna
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 302a729b-f1e9-4599-b678-568309be19f4 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Prompt- ing4debugging: Red-teaming text-to-image diffusion models by finding problematic prompts
Reference 8
Source-reported events for the cited work
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Observation 09c609b7-e181-448e-bb7a-fe6c85f3a22c · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Ai, governance and ethics: Global perspectives.Deakin University, 2022
Reference 9
Source-reported events for the cited work
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Observation bd1da015-bdc2-4b01-b211-9c0d292871b5 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling DiffZOO: A purely query-based black-box attack for red-teaming text-to-image generative model via zeroth order optimization
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e67544bf-ce66-444a-bb28-aef262b2cd78 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Harnessing LLM to Attack LLM-Guarded Text-to-Image Models
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7ffd36d-b273-4386-b1f0-8e5745dab2f0 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Diffusion models beat gans on image synthesis
Reference 12
Source-reported events for the cited work
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Observation 477227f5-33d7-44e2-ab34-fed481a1730b · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Fuzz-testing meets llm-based agents: An automated and efficient framework for jailbreaking text-to-image generation models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fbcc5485-8414-4efd-9802-e7b7a685f6fe · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Boosting adversarial attacks with momentum
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4f7466b9-fadd-4353-bd4f-fec8b7f93bc9 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Scaling rectified flow transformers for high-resolution image synthesis
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50b48699-5fc3-4594-b4b8-2746fffee5bd · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Erasing concepts from diffusion models
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d26723c8-9118-4275-900c-63bbd3b3025c · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling HTS-Attack: Heuristic Token Search for Jailbreaking Text-to-Image Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a49ab0d-39c9-47a6-8212-c417de26dce8 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Nsfw words list, 2020
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 240eb587-21fe-4047-8a0d-aaf97b6f29df · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Lora: Low-rank adaptation of large language models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bb62a34-8a82-465c-a8cf-cbb6bfd04362 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling SafeText: Safe Text-to-image Models via Aligning the Text Encoder
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5e76d815-3402-4269-a9ae-51d7d23df193 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Perception-guided jailbreak against text-to-image models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a65f958-fe1f-4e54-95f9-0879c7fab595 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Safety Alignment Backfires: Preventing the Re-emergence of Suppressed Concepts in Fine-tuned Text-to-Image Diffusion Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4401f9c-69e9-4f5b-806f-e65aa1952635 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Adam: A method for stochastic optimization
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2a8feb87-0ce8-47a5-8314-3684fe06096d · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Ablating concepts in text-to-image diffusion models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0506285b-9277-46b0-bd7a-e24fe4bd2c9c · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Clip-based nsfw detector, 2023
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e0f17040-82a2-4d07-bf21-dabba4925994 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Leonardo.ai, 2022
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c241e591-9701-4438-9c98-d322404545c0 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling ART: Automatic red-teaming for text-to-image models to protect benign users
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a55cf6fc-1b2c-45aa-82ed-46267a11149d · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Nsfw text classifier, 2022
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0b2ac8c0-6674-4d39-b19a-fb3a38f93b8b · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Safegen: Mitigating sexually explicit content generation in text-to-image models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cc93bfd3-a209-4e05-aaa3-9125c7d85765 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Token-level constraint boundary search for jailbreaking text-to-image models.arXiv preprint arXiv:2504.11106, 2025
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a96a5cb0-198f-49a8-b559-c889ee5ccfc7 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling T2V-OptJail: Discrete Prompt Optimization for Text-to-Video Jailbreak Attacks
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d56c8239-7242-4e50-9f38-e832e98b5b1d · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling AlignGuard: Scalable Safety Alignment for Text-to-Image Generation
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fcb33dd-1bf0-4fbb-b678-57ae94190f53 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a922576-fcbd-49d4-9ef3-ec890401d18a · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling FLIRT: Feedback loop in-context red teaming
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f1308b71-6a34-489f-9188-096c7e89bb84 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Improving robustness of 3d point cloud recognition from a fourier perspective.Advances in Neural Information Processing Systems, 37:68183–68210, 2024
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 467b4409-30d4-4c1b-9694-2dad6d3548e5 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Isometric 3d adversarial examples in the physical world
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3cff4872-a4db-43ca-af70-fab9448f06dd · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling T2vsafetybench: Evaluating the safety of text-to-video generative models
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 69bdedcb-bf52-4e33-a01a-823f00e69bd5 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Midjourney, 2022
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c2945038-ef4b-4fd4-b31f-9bae3ac5353b · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Google chief admits ‘biased’ ai tool’s photo diversity offended users, 2024
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 40669cae-625e-4c0b-95cc-e3a97055aa21 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Simple open- vocabulary object detection
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e66aadb-8579-4289-816f-703d3db17b14 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20c340ee-1281-4093-82eb-486d975db18b · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Nudenet, 2024
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e29ea114-a80f-483c-bc6b-611cd3d7f48c · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Dall-e 3, 2023
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 071b87ad-f2a8-47fd-9488-db8bb42ca730 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Gpt-4o, 2024
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70071a16-0f91-4d37-849a-69ccbbfe0137 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Direct unlearning optimization for robust and safe text-to-image models
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ee6a0495-1b09-40e9-b9ee-95cc7135e784 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Sdxl: Improving latent diffusion models for high-resolution image synthesis
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6e1ac51a-2cf5-426b-8df5-e39f2ddf89fc · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Unsafe diffusion: On the generation of unsafe images and hateful memes from text-to-image models
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5a9417ca-ed68-4a39-8c97-2a73725cf61b · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Learning transferable visual models from natural language supervision
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9e8a497-3a7b-43f8-b2d4-910d6cfe83a2 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Direct preference optimization: Your language model is secretly a reward model
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 069feabf-56b7-48ad-bcbb-71e4bc0b117f · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Red-Teaming the Stable Diffusion Safety Filter
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef9f718a-01fe-4bfa-89c3-a811671efda5 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Classification algorithm for skin color (casco): A new tool to measure skin color in social science research.Social Science Quarterly, 104(2):168–179, 2023
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 61c2704e-383b-41d1-b3ef-2b81fb9a26ca · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling High-resolution image synthesis with latent diffusion models
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31582233-3665-4da0-9446-2f272ad18f63 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Safe latent diffusion: Mitigating inappropriate degeneration in diffusion models
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37e0f4d0-d0a0-4408-9e1a-0b54fd0edc2d · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 88ad7575-0e1c-4f98-9c49-18db54aedb42 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Intriguing properties of neural networks
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6738f7f1-63f0-41e7-a1a0-28876b497cf4 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Ring-a-bell! how reliable are concept removal methods for diffusion models? In International Conference on Learning Representations, 2024
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d589ca16-96bc-435f-b1a4-b1300211dcfe · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling The stronger the diffusion model, the easier the backdoor: Data poisoning to induce copyright breacheswithout adjusting finetuning pipeline
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 65027b5e-da50-4a00-9771-6d7a9b5c45cd · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Mma-diffusion: Multimodal attack on diffusion models
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d908c12-fb10-4f01-bd53-86196e7bf2f3 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Guardt2i: Defending text-to-image models from adversarial prompts
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f5c7171d-2b61-4b9f-bdbf-32773b1389b9 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Sneakyprompt: Jailbreaking text-to-image generative models
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5e8d408-10f4-4b86-a1f4-51e7ddae20af · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Safree: Training-free and adaptive guard for safe text-to-image and video generation
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2c06bf45-5431-490c-a162-0ea182b21ecb · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Generalization bound and new algorithm for clean-label backdoor attack
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b0a9bb0f-61ec-4674-89ef-bc34fe84c2aa · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Reason2attack: Jailbreaking text-to-image models via llm reasoning.arXiv preprint arXiv:2503.17987, 2025
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8faed6ec-0b2e-4ffc-9dca-687387e16f30 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Forget-me-not: Learning to forget in text-to-image diffusion models
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 154b2969-cc2c-41e1-9b9b-22de165de71c · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Defensive unlearning with adversarial training for robust concept erasure in diffusion models
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 15b7c14f-59f1-4b63-b7fc-798547a57951 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling To generate or not? safety-driven unlearned diffusion models are still easy to generate unsafe images
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8ab008de-a947-42c6-ae96-463eaa733b6a · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Open-Sora: Democratizing Efficient Video Production for All
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19c51780-bba0-4ba0-ae09-2d0618bf543b · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling Toward availability attacks in 3d point clouds
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 224e5c65-dd55-4502-a2fe-ba86fb6bd002 · outbound
Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling A pilot study of query-free adversarial attack against stable diffusion
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5c1193e1-97d5-4b17-87cc-4696d85cad53 · inbound
Dynamic Defense Profiling Enables Cognitive Jailbreak of Text-to-Image Models Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.