Systems and methods for private authentication with helper networks

A system for privacy-enabled identification or authentication, the system comprising:

• at least one processor operatively connected to a memory, the at least one processor configured to:
• instantiate a first pre-trained validation helper network associated with identification information of a first authentication type, the first pre-trained validation helper network configured to:
• process identification information of the first authentication type, and
• validate the identification information of the first authentication type or reject the identification information of the first authentication type, wherein the first pre-trained validation helper network is trained to validate or reject based on evaluation criteria independent of an identity of a subject of the identification information seeking to be enrolled, identified, or authenticated;
• wherein the at least one processor is further configured to:
• generate, at least in part, with an embedding network associated with the first authentication type an identity token used for identifying or authenticating respective users based on, at least in part, input of the validated identification information to the embedding network;
• and
• match the identity encoded by the identity token based on distance evaluations, and return at least one label associated with the respective user that identifies or authenticates the respective user on evaluation of the identity token produced, at least in part, by the embedding network.

A method for privacy-enabled identification or authentication, the method comprising:

• instantiating, by at least one processor, a first pre-trained validation helper network associated with identification information of a first authentication type;
• processing, by the first pre-trained validation helper network, identification information of the first authentication type;
• validating, by the first pre-trained validation helper network, the identification information of the first authentication type or rejecting the identification information of the first authentication type, wherein the first pre-trained validation helper network is trained to validate or reject based on evaluation criteria independent of an identity of a subject of the identification information seeking to be enrolled, identified, or authenticated;
• generating, at least in part, with an embedding network associated with the first authentication type, an identity token used for identifying or authenticating respective users based on, at least in part, input of the validated identification information to the embedding network;
• and
• matching the identity encoded by the identity token based on distance evaluations, and returning labels associated with the respective users that identify or authenticate the respective users on evaluation of the identity token produced, at least in part, by the embedding network.