Uber Technologies, Inc.
REPRESENTATIONS OF UNITS IN NEURAL NETWORKS

Abstract:

A trained computer model includes a direct network and an indirect network. The indirect network generates a set of weights or a set of weight distributions for the nodes and layers of the direct network. The direct network includes units associated with unit codes representative of the unit's structural position in the direct network. Weight codes are determined for weights of the direct network based on unit codes associated with units connected by the weights. The indirect network generates the set of weights or set of weight distributions based on weight codes associated with weights of the direct network.