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GUIDEUnderstanding fake news, misinformation & disinformation

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2026 'Your AI Text is not Mine': Redefining and Evaluating AI-generated Text Detection under Realistic Assumptions Dycke et al. · arXiv · LLMs & generative AI, Datasets & evaluation2026 Spectral Analysis of Fake News Propagation Cai & Zafarani · SIAM · Spread & networks, Detection methods2026 The Paradigm Shift: A Comprehensive Survey on Large Vision Language Models for Multimodal Fake News Detection Ai et al. · arXiv · Deepfakes & multimodal, LLMs & generative AI2025 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 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 AI2024 DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection Wan et al. · arXiv · LLMs & generative AI, Detection methods2024 RAIDAR: Generative AI Detection via Rewriting Mao et al. · ICLR · LLMs & generative AI, Detection methods2024 Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques Mao et al. · arXiv · LLMs & generative AI, Datasets & evaluation2024 TELLER: A Trustworthy Framework For Explainable, Generalizable and Controllable Fake News Detection Liu et al. · arXiv · LLMs & generative AI, Detection methods2024 Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection Ba et al. · arXiv · Deepfakes & multimodal, Detection methods2024 Can LLM-Generated Misinformation Be Detected? Chen & Shu · ICLR 2024 · LLMs & generative AI, Detection methods2023 A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future Directions Wu et al. · arXiv · LLMs & generative AI, Detection methods2023 Jailbroken: How Does LLM Safety Training Fail? Wei et al. · arXiv · LLMs & generative AI, Platforms, policy & society2023 The Evolution of Distributed Systems for Graph Neural Networks and their Origin in Graph Processing and Deep Learning: A Survey Vatter et al. · arXiv · Spread & networks, Detection methods2023 The Science of Detecting LLM-Generated Texts Tang et al. · arXiv · LLMs & generative AI, Detection methods