| CPC G06F 7/02 (2013.01) [G06F 18/214 (2023.01); G06N 3/04 (2013.01); G06V 10/772 (2022.01); G06V 10/774 (2022.01); G06V 10/82 (2022.01); G06V 10/993 (2022.01); G06V 40/12 (2022.01); G06V 40/16 (2022.01); G06V 40/40 (2022.01); G06V 40/70 (2022.01); H04L 63/0236 (2013.01); H04L 63/1416 (2013.01); H04L 63/1466 (2013.01)] | 18 Claims |

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1. 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
wherein the determination generates at least a binary evaluation of the identification information instance, wherein at least the binary 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.
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