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CMoB: Modality Valuation via Causal Effect for Balanced Multimodal Learning

Existing early and late fusion frameworks in multimodal learning are confronted with the fundamental challenge of modality imbalance, wherein disparities in representational capacities induce inter-modal competition during training. Current research methodologies primarily rely on modality-level con…