Deepmind Technologies Limited

Xueliang Lu

Xiaohong Gong

Amogh Sanjay Asgekar

Anton Alexandrov

Carsten Miklos Steinebach

Arturo Bajuelos Castillo

Sanjeev Jagannatha Rao

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a neural network used to generate a ranking score for a network input. One of the methods includes generating training data and training the neural network on the training data. The training data includes a plurality of training pairs. The generating comprising: obtaining data indicating that a plurality of training network inputs were displayed in a user interface according to a presentation order, obtaining data indicating that a first training network input of the plurality of training network inputs has a positive label, determining that a second training network input of the plurality of training network inputs (i) has a negative label and (ii) is higher than the first training network input in the presentation order, and generating a training pair that includes the first training network input and the second training network input.

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Fremont, CA, United States of America

Xueliang Lu