2025
Two Challenges, One Solution: Robust Multimodal Learning through Dynamic Modality Recognition and Enhancement
EMNLP 2025
Multimodal machine learning is often hindered by two critical challenges: modality missingness and modality imbalance. These challenges significantly degrade the performance of multimodal models. The majority of existing methods either require the availability of full-modality data during the traini