13 citations · 26 across the 9 of their papers we have counts for
4 papers · 2 filters
Backtracking Counterfactuals
Julius von Kügelgen, Abdirisak Mohamed, Sander Beckers
Counterfactual reasoning -- envisioning hypothetical scenarios, or possible worlds, where some circumstances are different from what (f)actually occurred (counter-to-fact) -- is ub…
A Causal Analysis of Harm
Sander Beckers, Hana Chockler, Joseph Y. Halpern
As autonomous systems rapidly become ubiquitous, there is a growing need for a legal and regulatory framework to address when and how such a system harms someone. There have been s…
Quantifying Harm
Sander Beckers, Hana Chockler, Joseph Y. Halpern
In earlier work we defined a qualitative notion of harm: either harm is caused, or it is not. For practical applications, we often need to quantify harm; for example, we may want t…
Causal Explanations and XAI
Sander Beckers
Although standard Machine Learning models are optimized for making predictions about observations, more and more they are used for making predictions about the results of actions.…