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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
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…