Discovering Multimodal Hierarchical Structures with Graph Neural Networks for Multi-modal and Multi-hop Question Answering. - Qing Zhang; Haocheng Lv; Jie Liu; Zhiyun Chen; Jianyong Duan; Mingying Xv; Hao Wang (PRCV (1), 2023)

An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism. - Qing Zhang; Haocheng Lv; Jie Liu 022; Zhiyun Chen; Jianyong Duan; Hao Wang 018; Li He; Mingying Xu (ACM Multimedia, 2024)

Counterfactual Multimodal Fact-Checking Method Based on Causal Intervention. - Zhiyun Chen; Qing Zhang; Jie Liu; Yufei Wang; Haocheng Lv; LanXuan Wang; Jianyong Duan; Mingying Xv; Hao Wang (PRCV (5), 2024)

An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism. - Qing Zhang; Haocheng Lv; Jie Liu 022; Zhiyun Chen; Jianyong Duan; Hao Wang 018; Li He; Mingying Xv (CoRR, 2024)