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Author

Jianzhuang Liu

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#artificial intelligence Preprint Oct 2026

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. · 0 citations
#machine learning Review Sep 2026

Dependency, Compression, and Synergy: A Unified Information-Theoretic View of Multimodal Learning

This survey presents an information-theoretic perspective connecting Mutual Information, the Information Bottleneck, and Partial Information Decomposition as progressively refined views of multimodal information processing, and discusses how emerging multimodal foundation models instantiate these principles at scale.

Liang-Jian Wen, Lin Li, Jiang Duan et al. · 2 citations

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