Adversarial example — An adversarial example is an input deliberately altered to fool an AI model, often in ways people cannot notice. A few changed pixels can make an image classifier mistake a stop sign for something else. These examples reveal how differently models perceive the world. Defending against them is an active area of research.

Added October 21, 2026