Enabling secure auto-filling of information

A method, comprising:

• analyzing, by an infrastructure device, a source code associated with a known network element to determine a characteristic associated with an included field portion that is configured to accept a known type of input information;
• determining, by the infrastructure device, a correlation between the determined characteristic and the known type of input information;
• calculating, by the infrastructure device based at least in part on the correlation, a training signature that uniquely indicates a classification of the field portion as a field portion that accepts the known type of input information;
• training, by the infrastructure device, a machine learning (ML) model based at least in part on utilizing the training signature as training data;
• and
• transmitting, by the infrastructure device to a user device, a trained ML model, whereby the user device utilizes the trained ML model to determine, during an operation period, a given type of input information to be auto-filled in an observed field portion in an observed network element.

A non-transitory computer-readable medium configured to store instructions, which when executed by a processor associated with an infrastructure device, configure the processor to:

• analyze a source code associated with a known network element to determine a characteristic associated with an included field portion that is configured to accept a known type of input information;
• determine a correlation between the determined characteristic and the known type of input information;
• calculate, based at least in part on the correlation, a training signature that uniquely indicates a classification of the field portion as a field portion that accepts the known type of input information;
• train a machine learning (ML) model based at least in part on utilizing the training signature as training data;
• and
• transmit, to a user device, a training ML model, whereby the user device utilizes the trained ML model to determine, during an operation period, a given type of input information to be auto-filled in an observed field portion in an observed network element.