SOGAR learns Pareto-optimal recourse summaries by solving a bi-objective decision tree optimization that partitions populations and assigns shared low-cost actions per subgroup.
Counterfactual explanations without opening the black box: Automated decisions and the gdpr
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Optimal Recourse Summaries via Bi-Objective Decision Tree Learning
SOGAR learns Pareto-optimal recourse summaries by solving a bi-objective decision tree optimization that partitions populations and assigns shared low-cost actions per subgroup.