You can also do quadratic smoothing without additional state, by moving towards the target with a speed proportional to the square root of the distance. Unlike

You can also do quadratic smoothing without additional state, by moving towards the target with a speed proportional to the square root of the distance. Unlike exponential smoothing, this will actually reach the target.