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GUIDEUnderstanding fake news, misinformation & disinformation

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2026 VeriSpoof: Beyond Real or Fake with One Audio LLM Xiao & Dang · Technical Report · Deepfakes & multimodal, Detection methods2026 CLRM: Cross-Layer Relation Modeling for Audio Deepfake Detection Qu et al. · arXiv · Deepfakes & multimodal, Detection methods2026 GraphSeal: Graph-Augmented Speech Deepfake Detection via Temporal-Spectral Artifact Propagation Lee et al. · arXiv · Deepfakes & multimodal, Detection methods2026 Detector-Guided Vocoder Training for Adversarial Text-to-Speech Synthesis Cui et al. · arXiv · Deepfakes & multimodal, LLMs & generative AI2026 The uneven rise of AI-generated web content Visokay et al. · arXiv · LLMs & generative AI, Datasets & evaluation2026 Propasafe-Hybrid: A Text-Based Hybrid Propaganda Detection Tool Kimmeth et al. · arXiv · Detection methods, LLMs & generative AI2026 From Leniency to Suspicion: How an Open Post-Training Recipe Changes Whom LLM Fact-Checkers Believe AlDahoul & Zaki · arXiv · LLMs & generative AI, Platforms, policy & society2026 Harm Is Behavioural, Moderation Is Lexical: How Language and Culture Decide Whom Automated Safety Systems Protect and Whom They Silence Sabadin et al. · arXiv · Platforms, policy & society, Datasets & evaluation2026 Benchmarking System One Models in Online Moderation Mazzoni & Failla · arXiv · Platforms, policy & society, Detection methods2026 A misinformation playbook sharpens judgement without breeding cynicism Guo et al. · arXiv · Psychology & interventions, Fact-checking & verification2026 A Large Language Model (LLM) Approach to COVID-19 Fake News Detection Arif et al. · arXiv · LLMs & generative AI, Detection methods2026 VEX-Bench: Benchmarking Verification Complexity of LLM-Generated Misinformation Huang et al. · NeurIPS 2026, Track on Evaluations and Datasets · LLMs & generative AI, Fact-checking & verification2026 AI-Enabled Human Memory Manipulation: Misleading AI-Generated Summaries Distort Human Memory Sim et al. · arXiv · LLMs & generative AI, Psychology & interventions2026 To Trust or Not to Trust: Retrieval-Augmented Fact Checking in Speech Mazumder et al. · arXiv · Fact-checking & verification, LLMs & generative AI2026 Why Does Misinformation Propagate Faster? An Algorithmic Perspective on X Li & Gao · arXiv · Spread & networks, Platforms, policy & society2026 SoK: Formal Methods for Fact-Checking and Information Integrity Kekatos et al. · arXiv · Fact-checking & verification, LLMs & generative AI2026 VietPrism: A Large-Scale Vietnamese Speech and Deepfake Corpus with Diverse Dialects and Code-Switching Hoang & Le · arXiv · Deepfakes & multimodal, Datasets & evaluation2026 Making AI-Assisted Claims Independently Challengeable: Publication Authority and a Protocol for Falsifiable Publication Records Tiltack et al. · arXiv · LLMs & generative AI, Platforms, policy & society2026 A Multi-Stage Agentic Framework for Effective Counter-Narrative Generation and Refinement Kronfeld et al. · arXiv · LLMs & generative AI, Platforms, policy & society2026 Counter-GEO-Bench: Evaluating Defenses Against Information-Distorting Generative Engine Optimization Zheng et al. · arXiv · LLMs & generative AI, Datasets & evaluation2026 Lazy Grounding: Attacking Search Agents with Factual Evidence Zhang et al. · arXiv · Detection methods, LLMs & generative AI2026 CoVer: Conflict-Aware Claim Verification Zhang et al. · arXiv · Fact-checking & verification, Datasets & evaluation2026 One AI Signal, Many Human Judgments: A Bayesian Cascade Analysis of AI-based Credibility Indicators in Online Information Spread Lu et al. · arXiv · Spread & networks, LLMs & generative AI2026 MMMMM: A Unified Taxonomy for Investigating the Mechanisms of Multilingual MultiModal Misinformation Borenstein et al. · arXiv · Deepfakes & multimodal, Datasets & evaluation