How does the brain make reliable, split-second choices—like recognizing a person or reacting while driving—using unreliable, noisy neurons? This foundational volume presents the first comprehensive treatment of diffusion models, detailing the mathematical theory, practical numerical methods, and neural foundations. Explore applications across recognition, memory, and high-stakes real-time decisions, uncovering the mechanisms governing the critical speed-accuracy trade-off