Multi-modal Robustness Fake News Detection with Cross-Modal and Propagation Network Contrastive Learning

Han Chen, Hairong Wang, Zhipeng Liu, Yuhua Li, Yifan Hu, Yujing Zhang, Kai Shu, Ruixuan Li, Philip S. Yu

Abstract: Highlights•A novel method is proposed for fake news detection.•Leveraging the data from three different modalities simultaneously.•Training the proposed method in a contrastive manner.•A method that has strong robustness in mismatched pairs scenario.•Validating the effectiveness of our method on various datasets.