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01/04/2023
Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption
Capsule neural networks replace simple, scalar-valued neurons with vecto...
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10/19/2022
Convexity Certificates from Hessians
The Hessian of a differentiable convex function is positive semidefinite...
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03/30/2022
Optimization for Classical Machine Learning Problems on the GPU
Constrained optimization problems arise frequently in classical machine ...
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A Simple and Efficient Tensor Calculus for Machine Learning
Computing derivatives of tensor expressions, also known as tensor calcul...
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05/31/2019
GENO -- GENeric Optimization for Classical Machine Learning
Although optimization is the longstanding algorithmic backbone of machin...
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