AI RESEARCH

Probabilistic Concept Graph Reasoning for Multimodal Misinformation Detection

arXiv CS.CL

ArXi:2603.25203v1 Announce Type: cross Multimodal misinformation poses an escalating challenge that often evades traditional detectors, which are opaque black boxes and fragile against new manipulation tactics. We present Probabilistic Concept Graph Reasoning (PCGR), an interpretable and evolvable framework that reframes multimodal misinformation detection (MMD) as structured and concept-based reasoning.