A novel framework for responsible text-to-image generation that incorporates a dual-module transformation on the intermediate bottleneck representations of diffusion models.

Investigate how language bias originates, why margin mechanisms are effective, and propose a novel Multi-Margin Collaborative Debiasing (MMCD) framework