All tested counterfactual explanation methods struggle to generate valid counterfactuals on incomplete inputs, though robust variants outperform non-robust ones.
mice: Multivariate imputation by chained equations in r.Journal of Statistical Software, 45(3):1–67
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Evaluating Counterfactual Explanation Methods on Incomplete Inputs
All tested counterfactual explanation methods struggle to generate valid counterfactuals on incomplete inputs, though robust variants outperform non-robust ones.