Patent 10558909 was granted and assigned to Microsoft on February, 2020 by the United States Patent and Trademark Office.
A neural network is structured to connect the input values of an input set, at each level, to that level's output using a linear bypass connection. The linear bypass connection passes the input values, to the output, without applying a non-linear function to them.