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01/17/2023
Causal Models with Constraints
Causal models have proven extremely useful in offering formal representa...
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11/01/2022
Backtracking Counterfactuals
Counterfactual reasoning – envisioning hypothetical scenarios, or possib...
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10/11/2022
A Causal Analysis of Harm
As autonomous systems rapidly become ubiquitous, there is a growing need...
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09/29/2022
A Quantitative Account of Harm
In a companion paper (Beckers et al. 2022), we defined a qualitative not...
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01/31/2022
Causal Explanations and XAI
Although standard Machine Learning models are optimized for making predi...
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02/03/2021
Causal Sufficiency and Actual Causation
Pearl opened the door to formally defining actual causation using causal...
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12/10/2020
Equivalent Causal Models
The aim of this paper is to offer the first systematic exploration and d...
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12/09/2020
The Counterfactual NESS Definition of Causation
In previous work with Joost Vennekens I proposed a definition of actual ...
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06/27/2019
Approximate Causal Abstraction
Scientific models describe natural phenomena at different levels of abst...
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12/10/2018
Abstracting Causal Models
We consider a sequence of successively more restrictive definitions of a...
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03/03/2015
Combining Probabilistic, Causal, and Normative Reasoning in CP-logic
In recent years the search for a proper formal definition of actual caus...
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10/26/2014