Probabilistic Concept Graph Reasoning for Multimodal Misinformation Detection
Ruichao Yang · Wei Gao · Xiaobin Zhu · Jing Ma · Hongzhan Lin · Ziyang Luo · Bo-Wen Zhang · Xu-Cheng Yin
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Ruichao Yang · Wei Gao · Xiaobin Zhu · Jing Ma · Hongzhan Lin · Ziyang Luo · Bo-Wen Zhang · Xu-Cheng Yin
Ruichao Yang · Yufan Bian · Wei Gao · Bo-Wen Zhang · Jing Ma · Hongzhan Lin · Ziyang Luo · Xiaobin Zhu · Xu-Cheng Yin
Current multimodal fake news detectors predominantly function as opaque classifiers, offering limited deductive transparency and little insight into how conflicting evidence is reconciled. To address this limitation, we propose Dialectical Structured Reasoning (DSR), a framework modeling fake new...
Jinghao Luo · Yuchen Tian · Chuxue Cao · Ziyang Luo · Hongzhan Lin · Kaixin Li · Chuyi Kong · Ruichao Yang · Jing Ma
Large Language Model (LLM)-based agents have fundamentally reshaped artificial intelligence by integrating external tools and planning capabilities. While memory mechanisms have emerged as the architectural cornerstone of these systems, current research remains fragmented, oscillating between ope...