Deepmind Technologies Limited

Gdm Holding LLC

David Antony Amos

Timothy Paul Lillicrap

Gregory Duncan Wayne

Chia-Chun Hung

Mehdi Mirza Mohammadi

Arun Ahuja

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for training a memory-based prediction system configured to receive an input observation characterizing a state of an environment interacted with by an agent and to process the input observation and data read from a memory to update data stored in the memory and to generate a latent representation of the state of the environment. The method comprises: for each of a plurality of time steps: processing an observation for the time step and data read from the memory to: (i) update the data stored in the memory, and (ii) generate a latent representation of the current state of the environment as of the time step; and generating a predicted return that will be received by the agent as a result of interactions with the environment after the observation for the time step is received.

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London, United Kingdom

David Antony Amos