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GUIDEUnderstanding fake news, misinformation & disinformation

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2021 Shifting attention to accuracy can reduce misinformation online Pennycook et al. · Nature · Psychology & interventions, Platforms, policy & society2021 Belief Evolution Network-based Probability Transformation and Fusion Zhou et al. · arXiv · Detection methods, LLMs & generative AI2021 Multimodal Emergent Fake News Detection via Meta Neural Process Networks Wang et al. · ACM SIGKDD Conference on Knowledge Discovery… · Deepfakes & multimodal, Detection methods2021 Assessing the Quality of the Datasets by Identifying Mislabeled Samples Pulastya et al. · arXiv · Datasets & evaluation, Detection methods2021 Perceived and Intended Sarcasm Detection with Graph Attention Networks Plepi & Flek · arXiv · Detection methods, LLMs & generative AI2021 Misinformation Detection on YouTube Using Video Captions Jagtap et al. · arXiv · Detection methods, Datasets & evaluation2021 A Heuristic-driven Uncertainty based Ensemble Framework for Fake News Detection in Tweets and News Articles Das et al. · arXiv · Detection methods, LLMs & generative AI2021 A Survey of Information Cascade Analysis: Models, Predictions, and Recent Advances Zhou et al. · ACM Computing Surveys · Spread & networks, Datasets & evaluation2021 Hierarchical Multi-head Attentive Network for Evidence-aware Fake News Detection Vo & Lee · arXiv · Detection methods, LLMs & generative AI2021 MDFEND: Multi-domain Fake News Detection Nan et al. · CIKM '21: The 30th ACM International… · Detection methods, Datasets & evaluation2021 DEAP-FAKED: Knowledge Graph based Approach for Fake News Detection Mayank et al. · IEEE/ACM International Conference on Advances… · Detection methods, Datasets & evaluation2021 FakeBERT: Fake News Detection in Social Media with a BERT-based Deep Learning Approach Kaliyar et al. · Multimedia Tools and Applications · Detection methods, LLMs & generative AI2021 Towards Fine-Grained Reasoning for Fake News Detection Jin et al. · ACL · Detection methods, LLMs & generative AI2021 KAN: Knowledge-aware Attention Network for Fake News Detection Dun et al. · AAAI 2021 · Detection methods, LLMs & generative AI2021 Cross-lingual COVID-19 Fake News Detection Du et al. · arXiv · Detection methods, Datasets & evaluation2021 User Preference-aware Fake News Detection Dou et al. · SIGIR 2021 · Detection methods, Spread & networks2021 Causal Understanding of Fake News Dissemination on Social Media Cheng et al. · ACM SIGKDD Conference on Knowledge Discovery… · Spread & networks, Detection methods2021 A Survey on Multimodal Disinformation Detection Alam et al. · arXiv · Deepfakes & multimodal, Detection methods2021 Embracing Domain Differences in Fake News: Cross-domain Fake News Detection using Multimodal Data Silva et al. · AAAI 2021 · Detection methods, Deepfakes & multimodal2020 Media Forensics and DeepFakes: an overview Verdoliva · arXiv · Detection methods, Deepfakes & multimodal2020 The Limitations of Stylometry for Detecting Machine-Generated Fake News Schuster et al. · Computational Linguistics · Detection methods, LLMs & generative AI2020 Generating Fact Checking Explanations Atanasova et al. · arXiv · Detection methods, Fact-checking & verification2020 TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLP Morris et al. · arXiv · LLMs & generative AI, Detection methods2020 A Survey of the State of Explainable AI for Natural Language Processing Danilevsky et al. · arXiv · LLMs & generative AI, Detection methods