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Found 3 papers, 1 papers with code
Convection-Diffusion Equation: A Theoretically Certified Framework for Neural Networks
Neural network can be viewed as a map from a simple base model to a complicate function.
An axiomatized PDE model of deep neural networks
Based on the convection-diffusion equation, we design a new training method for ResNets.
Diffusion Mechanism in Residual Neural Network: Theory and Applications
In many learning tasks with limited training samples, the diffusion connects the labeled and unlabeled data points and is a critical component for achieving high classification accuracy.
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