When working with extremely deep neural networks, memory becomes an immediate concern. It will be filled with saved tensors that are needed for gradient computation. PyTorch provides a solution, ...

Abstract: Adaptation using contravariant, sometimes called the natural gradient, provides true steepest descent learning on a manifold such as the manifold of invertible matrices or the manifold of ...

Abstract: A Boolean function has an inverse when every output is the result of one and only one input. There are 2 n! Boolean functions of n variables which have an inverse. Equivalence classes of ...