Author

Pin-Jie Xu

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Preprint Sep 2026

ReVR: Dual-Path Concept Reasoning for Multimodal Fake News Detection

This work proposes ReVR, a dual-path reasoning framework that constructs and applies reusable verification concepts for multimodal fake news detection and demonstrates the effectiveness of the method regarding detection performance and generalizability.

Zhi-Sheng Tan, Yu-Zhou Yang, Qi-Chao Ying et al. · 0 citations

Review Aug 2026

Self-Reflective Multi-modal Reasoning for Short-Video Fake News Detection

SRM-FND is proposed, a self-reflective multimodal reasoning framework for short-video fake news detection that outperforms strong baselines, produces more reliable and interpretable predictions, and delivers noticeable improvements in cross-dataset performance.

Pin-Jie Xu, Yu-Zhou Yang, Zhi-Sheng Tan et al. · 0 citations