 Halpern (2016) engages with many of the topics in  Section 3.  See also the entry for  counterfactual theories of causation.   The entry on  probabilistic causation  is written by the same author as this entry, and contains some overlap. Some of the material from  Section 4  of this entry is also presented in Section 3 of that entry. That entry contains in addition some discussion of the connection between probabilistic causal models and earlier probabilistic theories of causation.  Eberhardt 2017 is a short survey that provides a clear introduction to many of the topics covered in  Sections 4.2  through 4.6, as well as Section  4.9. Spirtes and Zhang 2016 is a longer and more technical overview that covers much of the same ground. It has particularly good coverage on the issues raised in  Section 4.5.  The entries on  decision theory  and  causal decision theory  present more detailed background information about some of the issues raised in  Section 4.8.  This entry has focused on topics that are likely to be of most interest to philosophers. There are a number of important technical issues that have been largely ignored. Many of these address problems that arise when various simplifying assumptions made here (such as acyclicity, and knowledge of the true probabilities) are rejected. Some of these issues are briefly surveyed along with references in  Supplement on Further Topics in Causal Inference. 