68 citations · 287 across the 26 of their papers we have counts for
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cs.LG2023
Results on Counterfactual Invariance
Jake Fawkes, Robin J. Evans
In this paper we provide a theoretical analysis of counterfactual invariance. We present a variety of existing definitions, study how they relate to each other and what their graph…
cs.LG2013★ 8 cited
Sparse Nested Markov models with Log-linear Parameters
Ilya Shpitser, Robin J. Evans, Thomas S. Richardson +1
Hidden variables are ubiquitous in practical data analysis, and therefore modeling marginal densities and doing inference with the resulting models is an important problem in stati…