Patent ID: 11875270
Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 16:
17. A computer program product for adversarial semi-supervised one-shot training using a data stream, the computer program product comprising:
one or more computer readable storage medium, and program instructions stored on the one or more computer readable storage media, the program instructions comprising:
program instructions to receive a data stream based on an observation, wherein the data stream includes unlabeled data and labeled data;
program instructions to train a prediction model with the labeled data using stochastic gradient descent based on a classification loss and an adversarial term;
program instructions to train a representation model with the labeled data and the unlabeled data based on a reconstruction loss and the adversarial term;
program instructions to update a discriminator with middle layer output data from the prediction model and the representation model and based on a discrimination loss; and
program instructions to discard the data stream.