1 citations · 1 across the 3 of their papers we have counts for
3 papers
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…
cs.LG2025★ 1 cited
BalanceBenchmark: A Survey for Multimodal Imbalance Learning
Shaoxuan Xu, Menglu Cui, Chengxiang Huang +2
Multimodal learning has gained attention for its capacity to integrate information from different modalities. However, it is often hindered by the multimodal imbalance problem, whe…