HRIL: Learning Multimodal Synergy via Higher-Order Tensor Modeling
Higher-order Representation and Information Learning (HRIL), which constructs an empirical cross-moment tensor over modality embeddings to represent multi-way interactions and employs Tucker decomposition to obtain a core tensor, complemented by a synergy-aware regularizer that prevents energy concentration and preserv...
Qun Dai, Liang-Jian Wen, Jiang Duan et al.
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