False Claims, Credible Images: A Red-Teaming Benchmark for Commercial Image Generators

arXiv:2610.11112 · cs.CR, cs.CV · Submitted 2026-10-08 · Read on arXiv

cs.CR, cs.CV

Submitted: 2026-10-08

Updated: 2026-10-08

Comments: 29 pages, 19 figures, 6 tables. Project website: https://github.com/Ye-ze-yu/EpiReal-Bench

Code: https://github.com/Ye-ze-yu/EpiReal-Bench

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Verification — 30× in this paper · explained in 2 episodes
• Benchmark — 26× in this paper · explained in 2 episodes
• Visual Credibility — 12× in this paper
• Misinformation Realization — 10× in this paper
• Alignment — 9× in this paper
• Accuracy — 3× in this paper · explained in 1 episode
• Benchmarking — 3× in this paper · explained in 4 episodes
• Core — 3× in this paper · explained in 2 episodes
• Diffusion Model — 3× in this paper · explained in 10 episodes
• Diffusion Models — 3× in this paper · explained in 9 episodes
• False Claim Recognition Rate — 3× in this paper
• Fidelity — 3× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Verification-Guided Prompting — 3× in this paper
• Accountability — 2× in this paper · explained in 2 episodes
• Adversarial Examples — 2× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Federated Learning — 2× in this paper · explained in 17 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• Attack Success Rate — 1× in this paper
• Attack Success Rate (ASR) — 1× in this paper · explained in 3 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Entity Grounding — 1× in this paper · explained in 2 episodes
• Point Clouds — 1× in this paper · explained in 2 episodes
• Transferability — 1× in this paper · explained in 5 episodes

Sources

• PC squared: Politically Controversial Content Generation via Jailbreaking Attacks on GPT-based Text-to-Image Models
• DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
• Towards Unified Multimodal Misinformation Detection in Social Media: A Benchmark Dataset and Baseline
• Image-to-Video Diffusion: From Foundations to Open Frontiers
• Dual-branch Robust Unlearnable Examples
• TYPO: Instruction-Dense Visual Jailbreaks against Commercial Closed-Source Image-Generation Models
• SynCred-Bench: Benchmarking Synthetic Credibility in AI-Generated Visual Misinformation
• TextFake: Benchmarking AI-Generated Image Detection on Text-Rich Images

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