1 citations · 1 across the 2 of their papers we have counts for
5 papers
On the Granularity of Causal Effect Identifiability
Yizuo Chen, Adnan Darwiche
The classical notion of causal effect identifiability is defined in terms of treatment and outcome variables. In this paper, we consider the identifiability of state-based causal e…
Constrained Identifiability of Causal Effects
Yizuo Chen, Adnan Darwiche
We study the identification of causal effects in the presence of different types of constraints (e.g., logical constraints) in addition to the causal graph. These constraints impos…
Causal Unit Selection using Tractable Arithmetic Circuits
Haiying Huang, Adnan Darwiche
The unit selection problem aims to find objects, called units, that optimize a causal objective function which describes the objects' behavior in a causal context (e.g., selecting…
Identifying Causal Effects Under Functional Dependencies
Yizuo Chen, Adnan Darwiche
We study the identification of causal effects, motivated by two improvements to identifiability which can be attained if one knows that some variables in a causal graph are functio…
Tractable Bounding of Counterfactual Queries by Knowledge Compilation
David Huber, Yizuo Chen, Alessandro Antonucci +2
We discuss the problem of bounding partially identifiable queries, such as counterfactuals, in Pearlian structural causal models. A recently proposed iterated EM scheme yields an i…