Systems and methods for private authentication with helper networks

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

• at least one processor operatively connected to a memory;
• an identification data gateway, executed by the at least one processor, configured to filter invalid identification information from subsequent verification, enrollment, identification, or authentication functions, the identification data gateway comprising at least:
• a first pre-trained validation helper network trained on identification information of a first type, wherein the first pre-trained validation helper network is configured to:
• evaluate an identification instance of the first type, responsive to input of the identification instance of the first type to the first pre-trained validation helper network, wherein the first pre-trained validation helper network is pre-trained on characteristics independent of establishing identification of a target of identification reflected in the identification instance;
• responsive to a determination that the identification instance meets the evaluation criteria, validate the identification instance for use in subsequent verification, enrollment, identification, or authentication functions;
• responsive to a determination that the identification instance fails the evaluation criteria, reject the unknown information instance for use in subsequent verification, enrollment, identification, or authentication functions;
• and
• the determination based on, at least in part, a threshold evaluation of the identification information instance, wherein the threshold evaluation includes:
• a probabilistic evaluation of the identification information instance;
• generation of a probability that the identification instance is valid or invalid;
• and evaluation of the probability against a threshold to determine that the identification instance is valid or invalid.

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

• filtering, by at least one processor, invalid identification information from subsequent verification, enrollment, identification, or authentication functions, wherein filtering includes:
• instantiating a first pre-trained validation helper network trained on identification information of a first type;
• evaluating, by the first pre-trained validation helper network an identification instance of the first type, responsive to input of the identification instance of the first type to the first pre-trained validation helper network, wherein the first pre-trained validation helper network is pre-trained on characteristics independent of establishing identification of a target of identification reflected in the identification instance;
• determining, by the first pre-trained validation helper network that the identification instance meets or fails the evaluation criteria;
• validating the identification instance for use in subsequent verification, enrollment, identification, or authentication functions responsive to determining the identification instance meets the evaluation criteria;
• rejecting the unknown information instance for use in subsequent verification, enrollment, identification, or authentication functions responsive to determining the identification instance fails the evaluation criteria;
• and
• wherein the act of determining is based on, at least in part, a threshold evaluation of the identification information instance, wherein the threshold evaluation includes:
• a probabilistic evaluation of the identification instance that includes generation of a probability that the identification instance is valid or invalid based on evaluating the probability against a threshold for determining that the identification instance is valid or invalid.

A non-transitory computer-readable medium containing instructions that, when executed, cause at least one processor to perform a method for managing privacy-enabled identification or authentication, the method comprising:

• filtering invalid identification information from subsequent verification, enrollment, identification, or authentication functions, wherein filtering includes:
• instantiating a first pre-trained validation helper network trained on identification information of a first type;
• evaluating an identification instance of the first type, responsive to input of the identification instance of the first type to the first pre-trained validation helper network, wherein the first pre-trained validation helper network is pre-trained on characteristics independent of establishing identification of a target of identification reflected in the identification instance;
• determining that the identification instance meets or fails the evaluation criteria;
• validating the identification instance for use in subsequent verification, enrollment, identification, or authentication functions responsive to determining the identification instance meets the evaluation criteria;
• rejecting the unknown information instance for use in subsequent verification, enrollment, identification, or authentication functions responsive to determining the identification instance fails the evaluation criteria;
• and
• wherein determining is based on, at least in part, a threshold evaluation of the identification information instance, wherein the threshold evaluation includes:
• a probabilistic evaluation of the identification instance that includes generation of a probability that the identification instance is valid or invalid based on evaluating the probability against a threshold for determining that the identification instance is valid or invalid.