2026
Plug, Play, and Fortify: A Low-Cost Module for Robust Multimodal Image Understanding Models
ICLR 2026poster
Missing modalities present a fundamental challenge in multimodal models, often causing catastrophic performance degradation. Our observations suggest that this fragility stems from an imbalanced learning process, where the model develops an implicit preference for certain modalities, leading to the…