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Peter C Humphreys

2 accepted papers

2022

A data-driven approach for learning to control computers

ICML 2022spotlight

It would be useful for machines to use computers as humans do so that they can aid us in everyday tasks. This is a setting in which there is also the potential to leverage large-scale expert demonstrations and human judgements of interactive behaviour, which are two ingredients that have driven much…

Cited by 119SourcePDFScholar
2022

Retrieval-Augmented Reinforcement Learning

ICML 2022spotlight

Most deep reinforcement learning (RL) algorithms distill experience into parametric behavior policies or value functions via gradient updates. While effective, this approach has several disadvantages: (1) it is computationally expensive, (2) it can take many updates to integrate experiences into the…

Cited by 59SourcePDFScholar