For Newton’s method, saddle points clearly constitute a problem. Gradient descent is designed to move “downhill” and is not explicitly designed to seek acritical point. Newton’s method, however, is designed to solve for a point where the gradient is zero. Without appropriate modification, it can jump to a saddle point.