Preprint Open access
HRIL: Learning Multimodal Synergy via Higher-Order Tensor Modeling
Self-supervised multimodal representation learning has achieved remarkable success across diverse domains, yet capturing synergistic information remains challenging due to the complexity of cross-modal interactions. Unlike the shared information across individual modalities, synergy arises when task-relevant signals em …