2 papers
cs.LG2025
Balanced Multimodal Learning via Mutual Information
Rongrong Xie, Guido Sanguinetti
Multimodal learning has increasingly become a focal point in research, primarily due to its ability to integrate complementary information from diverse modalities. Nevertheless, mo…
cs.LG2025
Information-Theoretic Criteria for Knowledge Distillation in Multimodal Learning
Rongrong Xie, Yizhou Xu, Guido Sanguinetti
The rapid increase in multimodal data availability has sparked significant interest in cross-modal knowledge distillation (KD) techniques, where richer "teacher" modalities transfe…