2 papers
cs.LG2026
Balancing Multimodal Learning via Functional Progress
Zhongjing Gu, Fengqiang Wan, Yiming Cui +2
Multimodal learning often suffers from modality imbalance, where the joint optimization process is dominated by a single modality. Existing methods typically estimate modality imba…
cs.LG2026
VCMM: Variance-Calibrated Momentum for Multimodal Learning
Zhongjing Gu, Chenyang Huang, Yufa Feng +3
Multimodal joint training often suffers from modality imbalance, where a dominant modality suppresses the optimization of others. Existing methods mainly balance modality learning…