TempQ-Jail: Query-Constrained Candidate Ranking for Text-to-Video Jailbreak Attacks

arXiv:2609.31032 · cs.MM, cs.CR, cs.CV · Submitted 2026-09-25 · Read on arXiv

cs.MM, cs.CR, cs.CV

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

• Diffusion Model — 15× in this paper · explained in 8 episodes
• Diffusion Models — 14× in this paper · explained in 6 episodes
• AUC — 12× in this paper · explained in 2 episodes
• End-to-End Attack Value Estimation — 9× in this paper
• Heterogeneous Candidate Construction — 9× in this paper
• Benchmark — 8× in this paper · explained in 2 episodes
• Budget-Aware Candidate Ranking — 8× in this paper
• Core — 8× in this paper · explained in 2 episodes
• Generative Model — 7× in this paper · explained in 2 episodes
• Generative Models — 7× in this paper · explained in 2 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Benchmarking — 4× in this paper · explained in 3 episodes
• Adversarial Transferability — 3× in this paper · explained in 1 episode
• Conference on Computer Vision and Pattern Recognition — 3× in this paper
• Consistency — 3× in this paper · explained in 3 episodes
• Transferability — 3× in this paper · explained in 4 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Ablation Studies — 2× in this paper · explained in 1 episode
• Ablation study — 2× in this paper · explained in 1 episode
• Adam — 2× in this paper · explained in 2 episodes
• Temporal consistency — 2× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Adversarial Attacks — 1× in this paper · explained in 1 episode
• Adversarial Training — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• CVF International Conference on Computer Vision — 1× in this paper
• Calibration — 1× in this paper · explained in 7 episodes
• Latent Diffusion Model — 1× in this paper · explained in 2 episodes
• Latent Diffusion Models — 1× in this paper · explained in 2 episodes
• Latent Space — 1× in this paper · explained in 7 episodes
• Model-Agnostic — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Steering — 1× in this paper · explained in 2 episodes

Sources

• HunyuanVideo: A Systematic Framework For Large Video Generative Models
• Wan: Open and Advanced Large-Scale Video Generative Models
• Pushing the Limits of Safety: A Technical Report on the ATLAS Challenge 2025
• E$^2$AT: Multimodal Jailbreak Defense via Dynamic Joint Optimization for Multimodal Large Language Models
• PromptSafe: Gated Prompt Tuning for Safe Text-to-Image Generation
• Detoxifying Large Language Models via Autoregressive Reward Guided Representation Editing
• Harnessing LLM to Attack LLM-Guarded Text-to-Image Models
• SPARK: Jailbreaking T2V Models by Synergistically Prompting Auditory and Recontextualized Knowledge
• Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs
• Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt
• Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models
• Two Frames Matter: A Temporal Attack for Text-to-Video Model Jailbreaking
• Between Safe Boundaries: Exploiting Temporal Consistency for Jailbreaking Text-To-Video Generation Models
• Imagen Video: High Definition Video Generation with Diffusion Models
• Make-A-Video: Text-to-Video Generation without Text-Video Data
• VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation
• AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning
• Latte: Latent Diffusion Transformer for Video Generation
• ModelScope Text-to-Video Technical Report
• Open-Sora: Democratizing Efficient Video Production for All

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