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cs.AI2024
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…
cs.AI2024
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…
cs.AI2024
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…