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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