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RESEARCH27

Generative AI and Digital Ecosystem Resilience: A Proactive Lifecycle-Based Survey

arXiv CS.LGΒ·June 2, 2026

This survey addresses the proliferation of adversarial synthetic content, accelerated by Generative AI, which renders traditional reactive detection methods ineffective. It proposes a paradigm shift towards proactive detection of emerging inauthentic narratives, adopting a unified, lifecycle-based taxonomy integrating socio-technical models and advanced computational methodologies.

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