MAI-2024-0049

The Heuristic Token Search HTS Attack represents a sophisticated method for circumventing safety protocols in text-to-image T2I models, enabling the generation of Not Safe For Work NSFW content. This attack involves systematically substituting tokens within a malicious prompt with semantically...

On the Feasibility of Poisoning Text-To-Image AI Models Via Adversarial Mislabeling

Today's text-to-image generative models are trained on millions of images sourced from the Internet, each paired with a detailed caption produced by Vision-Language Models VLMs. This part of the training pipeline is critical for supplying the models with large volumes of high-quality image-captio...