Mitigating Sample-Level Imbalance via Probabilistic Separation for Adaptive Multimodal Fusion

Zhaocheng Liu, Zhiwen Yu, Xiaoqing Liu +2

Multimodal learning faces modality imbalance, where dominant modalities suppress weaker ones due to inconsistent convergence rates. Existing static or heuristic methods overlook sa…