Tackling Multimodal Learning Challenges with Mixture-of-Expert: A Survey

ArXi:2605.27431v1 Announce Type: cross Mixture-of-Experts (MoE) presents a naturally compatible and scalable framework for multimodal learning, nstrating strong adaptability across diverse modalities and tasks. Despite its growing success, a comprehensive and systematic review on the MoE metho addressing multimodal challenges remains lacking. Existing surveys tend to evaluate either multimodal learning or MoE independently from method taxonomy, overlooking the unique interplay between them.