Dingzhen Zhang

A Literature Review on Multimodal Misinformation Detection with External Knowledge Augmentation

When external knowledge is useful and what controls are required for reliable and interpretable multimodal misinformation detection are clarified, with particular emphasis on three unresolved issues: noisy or irrelevant knowledge, leakage caused by label-bearing descriptions, and the gap between semantic alignment and...