Search Results for author: Jonathan G. Richens

Found 4 papers, 2 papers with code

Counterfactual harm

no code implementations27 Apr 2022 Jonathan G. Richens, Rory Beard, Daniel H. Thompson

To act safely and ethically in the real world, agents must be able to reason about harm and avoid harmful actions.

counterfactual Counterfactual Reasoning +1

Leveraging directed causal discovery to detect latent common causes

no code implementations22 Oct 2019 Ciarán M. Lee, Christopher Hart, Jonathan G. Richens, Saurabh Johri

Here, we devise a general heuristic which takes a causal discovery algorithm that can only distinguish purely directed causal relations and modifies it to also detect latent common causes.

Causal Discovery Causal Inference +1

Counterfactual diagnosis

1 code implementation15 Oct 2019 Jonathan G. Richens, Ciaran M. Lee, Saurabh Johri

We show that this approach is closer to the diagnostic reasoning of clinicians and significantly improves the accuracy and safety of the resulting diagnoses.

BIG-bench Machine Learning counterfactual +5

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