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2025 SINcon: Mitigate LLM-Generated Malicious Message Injection Attack for Rumor Detection Zhang et al. · arXiv · LLMs & generative AI, Detection methods2025 Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions Yi et al. · arXiv · LLMs & generative AI, Detection methods2025 Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Yan et al. · arXiv · Deepfakes & multimodal, LLMs & generative AI2025 Bridging Thoughts and Words: Graph-Based Intent-Semantic Joint Learning for Fake News Detection Wang et al. · CIKM · Detection methods, LLMs & generative AI2025 A Guide to Misinformation Detection Data and Evaluation Thibault et al. · KDD '25 — 31st ACM SIGKDD Conference on… · Datasets & evaluation, Detection methods2025 VLDBench: Evaluating Multimodal Disinformation with Regulatory Alignment Raza et al. · arXiv · Deepfakes & multimodal, Datasets & evaluation2025 E-FreeM2: Efficient Training-Free Multi-Scale and Cross-Modal News Verification via MLLMs Phan et al. · SCID '25 · LLMs & generative AI, Detection methods2025 Neighborhood-Order Learning Graph Attention Network for Fake News Detection Lakzaei et al. · arXiv · Detection methods, Datasets & evaluation2025 A Decision-Based Heterogeneous Graph Attention Network for Multi-Class Fake News Detection Lakzaei et al. · arXiv · Detection methods, Datasets & evaluation2025 Synergizing LLMs with Global Label Propagation for Multimodal Fake News Detection Hu et al. · arXiv · Deepfakes & multimodal, LLMs & generative AI2025 Is Less Really More? Fake News Detection with Limited Information Cao et al. · arXiv · Detection methods, LLMs & generative AI2025 Propasafe: A BERT-based offline tool for propaganda detection Sharma et al. · ACM Web Conference 2025 · Detection methods, LLMs & generative AI