Abstract: In various examples, rapid resolution of deep neural network (DNN) failure modes may be achieved by deploying patch neural networks (PNNs) trained to operate effectively on the failure modes of the DNN. The PNNs may operate on the same or additional data as the DNN, and may generate new signals in addition to those generated using the DNN that address the failure modes of the DNN. A fusion mechanism may be employed to determine which output to rely on for a given instance of the DNN/PNN combination. As a result, failure modes of the DNN may be addressed in a timely manner that requires minimal deactivation or downtime for the DNN, a feature controlled using the DNN, and/or semi-autonomous or autonomous functionality as a whole.

Abstract: The invention provides a system and method for publishing electronic mail messages on the Internet. A user selects an electronic mail message to be published and moves the selected electronic message to a designated folder. The electronic mail message is then processed to convert the electronic mail message into a format suitable for Internet publication. Once converted electronic mail message content is published on the Internet and accessible from any suitable browser software.