Stability of neural networks and solitons of field theory.
The layers of a feed-forward neural network are interpreted as a cascade of field theories. The stability of the neural network is interpreted as the topological stability of kink solutions. An explicit example is shown for a three-class problem with their field theoretical Lagrangian equations.
Han
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SH
Department of Physics, Korea Advanced Institute of Science and Technology, Yusong-ku Daejon 305-701, South Korea.
Koh
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IG