DAGs with No Fears: A Closer Look at Continuous Optimization for Learning Bayesian NetworksDennis WeiTian Gaoet al.2020NeurIPS 2020
Human Cognitive Biases in Interpreting Machine LearningCharvi RastogiYunfeng Zhanget al.2020INFORMS 2020
Characterization of Overlap in Observational StudiesMichael OberstFredrik D. Johanssonet al.2020AISTATS 2020
Optimized Score Transformation for Fair ClassificationDennis WeiKarthikeyan Natesan Ramamurthyet al.2020AISTATS 2020
Is there a trade-off between fairness and accuracy? A perspective using mismatched hypothesis testingSanghamitra DuttaDennis Weiet al.2020ICML 2020
Consumer-Driven Explanations for Machine Learning Decisions: An Empirical Study of RobustnessMichael HindDennis Weiet al.2020ICML 2020
Ai explainability 360: An extensible toolkit for understanding data and machine learning modelsVijay AryaRachel Bellamyet al.2020JMLR
Model Projection: Theory and Applications to Fair Machine LearningWael AlghamdiShahab Asoodehet al.2020ISIT 2020
Interpretable subgroup discovery in treatment effect estimation with application to opioid prescribing guidelinesChirag NagpalDennis Weiet al.2020CHIL 2020