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Adversarial AI and Data Poisoning in Federated Learning by Vipul Jain, Shikha Khullar, Manju Lata Joshi

Adversarial AI and Data Poisoning in Federated Learning

by Vipul Jain , Shikha Khullar , Manju Lata Joshi
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Book cover type: Paperback
  • ISBN13: 9798337362250
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Igi Global Scientific Publishing
  • Publisher Imprint: Igi Global Scientific Publishing
  • Publication Date:
  • Pages: 574
  • Original Price: USD 235.0
  • Language: English
  • Edition: N/A
  • Item Weight: 1311 grams
  • BISAC Subject(s): Artificial Intelligence / General

With the growing security challenges at the intersection of distributed machine learning and malicious interference, there are growing challenges that federated learning can address. Federated learning enables collaborative model training across devices while preserving data privacy. However, this decentralized nature also opens new vulnerabilities, particularly to adversarial attacks and data poisoning, where malicious actors can inject corrupted data or manipulate updates to degrade models or extract sensitive information. As the adoption of federated learning accelerates, understanding and these threats are essential to ensure model integrity and resilience in real-world situations. Adversarial AI and Data Poisoning in Federated Learning provides a comprehensive examination of emerging threats, attack vectors, and defense mechanisms within federal learning systems. This book highlights vulnerabilities of federated learning architectures, explores strategies for detection and mitigation of adversarial threats, and presents real-world case studies.

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