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

Claim 8:
9. A system of adversarial semi-supervised one-shot training using a data stream, the system comprising:
a memory;
a processor;
local data storage having stored thereon computer executable code;
a prediction model configured to predict a vehicle behavior, wherein the prediction model is trained with labeled data from a data stream using stochastic gradient descent based on a classification loss and an adversarial term;
a representation model configured to predict the vehicle behavior, wherein the representation model is trained with unlabeled data and the labeled data from the data stream based on a reconstruction loss and the adversarial term; and
a discriminator configured to predict predictions made by the prediction model and the representation model, wherein the discriminator is trained with middle layer output data from the prediction model and the representation model and based on a discrimination loss.