# Orthogonal Initialization - simple approach to solving the problem [Vanishingexploding gradients](Vanishingexploding%20gradients.md) - when applying repeated matrix multiplications, the eigenvalues are what dictate the growth or death of the result - eigenvalues of orthogonal matrices have an absolute value of 1 - no matter how many matrix multiplications the result doesen't explode nor vanishes