Differential equations in AI are mathematical formulas that express relationships between a function and its derivatives, representing how a system changes over time. They are crucial for modeling dynamic behaviors, such as learning processes, control systems, and neural network evolutions, enabling more accurate simulations and predictions of complex, time-dependent AI phenomena.