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Fast and accurate optimization on the orthogonal manifold without retraction

Fast and accurate optimization on the orthogonal manifold without retraction

We consider the problem of minimizing a function over the manifold of orthogonal matrices. The majority of algorithms for this problem compute a direction in the tangent space, and then use a retraction to move in that direction while staying on the manifold. Unfortunately, the numerical computation of retractions on …