Adaptive filters are dynamic systems that automatically adjust their parameters to minimize the difference between the desired signal and the actual output, making them highly effective for non-stationary signal environments. They are widely used in applications such as noise cancellation, echo suppression, and signal prediction due to their ability to adapt in real-time to changing signal characteristics.