Adaptive Hierarchical Representation Alliance for Multimodal Learning
Adaptive Hierarchical Representation Alliance (AHRA), a hierarchical shared--private expert framework, is proposed, which consistently improves over strong baselines and remains robust under noisy and missing-modality settings.