Quantifying Multimodal Capabilities: Formal Generalization Guarantees in Pairwise Metric Learning

Richeng Zhou, Xuelin Zhang, Liyuan Liu

Multimodal learning leverages the integration of diverse data modalities to enhance performance in complex tasks. Yet, it frequently encounters incomplete or redundant modality dat…