From Dead Neurons to Deep Approximators: Deep Bernstein Networks as a Provable Alternative to Residual Layers

From Dead Neurons to Deep Approximators: Deep Bernstein Networks as a Provable Alternative to Residual Layers explores Deep Bernstein Networks optimize trainability and representation power without residual connections, offering enhanced expressive capacity over traditional architectures.. Commercial viability score: 4/10 in Neural Network Architecture.