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Based on the continuous interpretation of deep learning cast as an optimal control problem, this paper investigates the benefits of employing B-spline basis functions to parameterize neural network controls across the layers.
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Software available from tensorflow.org
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https://github.com/splinenetwork/splinet
SpliNet: a Julia implementation for spline-based networks
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