Showing cs.LGShow all
3 papers · 1 filter
cs.LG2026
Information-Theoretic Decomposition for Multimodal Interaction Learning
Zequn Yang, Yake Wei, Haotian Ni +2
Multimodal learning hinges on capturing redundant, unique, and synergistic information across modalities, which collectively constitute multimodal interactions. A critical yet unde…
cs.LG2025
Efficient Quantification of Multimodal Interaction at Sample Level
Zequn Yang, Hongfa Wang, Di Hu
Interactions between modalities -- redundancy, uniqueness, and synergy -- collectively determine the composition of multimodal information. Understanding these interactions is cruc…
cs.LG2025
Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition
Chengxiang Huang, Yake Wei, Zequn Yang +1
Sensory training during the early ages is vital for human development. Inspired by this cognitive phenomenon, we observe that the early training stage is also important for the mul…