生成AI時代の偽情報拡散防止策<br>Countering Disinformation in the Era of Generative AI

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生成AI時代の偽情報拡散防止策
Countering Disinformation in the Era of Generative AI

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  • 製本 Hardcover:ハードカバー版/ページ数 414 p.
  • 言語 ENG
  • 商品コード 9783032117816

Full Description

This book offers a timely and comprehensive exploration of how generative AI technologies are reshaping the landscape of online disinformation, dramatically lowering the barriers to creating realistic synthetic text, imagery, and audio at scale. While online disinformation has long challenged societies and individuals, the acceleration of generative AI has intensified these risks, making traditional detection and protection measures increasingly inadequate. In response, researchers are developing advanced AI-driven tools and methods to detect, mitigate, and study the rapidly evolving tactics of disinformation campaigns, with emphasis on algorithmic detection, media verification, and the broader implications for information integrity.

Countering Disinformation in the Era of Generative AI brings together leading experts to present both recent misuse cases — such as synthetic media in political manipulation and AI-generated false narratives — and state-of-the-art countermeasures, including trustworthy AI solutions co-created with media professionals. The book features thorough coverage of emerging methods for detecting disinformation and synthetic media and analyzing online information environments to. Drawing upon interdisciplinary research and large-scale initiatives such as the Horizon Europe vera.ai project, this volume addresses the needs of diverse stakeholders — from researchers and journalists to policymakers — offering not only technical depth for specialists, but also an accessible overview of the latest advances in AI-powered disinformation defense.

Contents

Countering Disinformation in the Era of Generative AI.- Part I Introduction and Overview.- 1 Introduction.- Part II Landscape, Trends and Studies.- 2 False Alarm or Real Threat? Trends in GenAI-mediated Disinformation.- 3 From Fact-Checking to Content Moderation: Inside a Newsroom Faced with AI.- 4 Synthetic Seduction: Evolving Visual Persuasion in Coordinated Online Gambling Promotion with Generative AI.- Part III AI-generated and Manipulated Media Detection.- 5 AI-based Image Forgery Detection and Localization.- 6 AI-Generated Image Detection: Challenges and Recent Advances.- 7 Synthetic Audio Detection.- 8 Video Deepfake Detection: Challenges and Recent Trends.- Part IV AI-based Tools for Multimodal Disinformation Detection and Analysis.- 9 AI-based Multilingual Credibility Assessment.- 10 Multimodal Detection of Image Misrepresentation.- 11 Audio-based Tools for Decontextualization Detection.- 12 Video Decomposition and Key Visual Elements Extraction and Enhancement.- 13 Chatbot-assisted Explainability of AI-powered Models and Collection of User Feedback.

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