Rasha M. Albalawi

Understanding Social Bias in Multimodal Learning Systems: A Taxonomy and Framework

The rapid adoption of multimodal learning systems across high-stakes applications has intensified concerns about fairness and social bias, yet existing research remains scattered across modalities, tasks, protected attributes, mitigation strategies, and evaluation methodologies....