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Robust agents learn causal world models
It has long been hypothesised that causal reasoning plays a fundamental role in robust and general intelligence.
Discovering Agents
Causal models of agents have been used to analyse the safety aspects of machine learning systems.
Learning medical triage from clinicians using Deep Q-Learning
We show that this approach is on a par with human performance, yielding safe triage decisions in 94% of cases, and matching expert decisions in 85% of cases.
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