Modern artificial intelligence (AI) systems process diverse data modalities, including audio, text, time-series, and sensor data. While Chapter 2 focused on image-based attacks, real-world AI deployments increasingly involve multimodal systems that combine multiple input types. Voice assistants process both speech and text; autonomous vehicles fuse camera, lidar, and radar data; and financial systems analyze market feeds alongside news sentiment.

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Attacks Beyond Vision

  • Goran Trajkovski

摘要

Modern artificial intelligence (AI) systems process diverse data modalities, including audio, text, time-series, and sensor data. While Chapter 2 focused on image-based attacks, real-world AI deployments increasingly involve multimodal systems that combine multiple input types. Voice assistants process both speech and text; autonomous vehicles fuse camera, lidar, and radar data; and financial systems analyze market feeds alongside news sentiment.