Human Cognitive Biases in Interpreting Machine LearningCharvi RastogiYunfeng Zhanget al.2020INFORMS 2020
Empirical and Theoretical Relationships Among Pillars of Trustworthy Machine LearningKush R. VarshneyMoninder Singh2020INFORMS 2020
A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and ApplicationsSijia LiuPin-Yu Chenet al.2020IEEE SPM
Optimized Score Transformation for Fair ClassificationDennis WeiKarthikeyan Natesan Ramamurthyet al.2020AISTATS 2020
Characterization of Overlap in Observational StudiesMichael OberstFredrik D. Johanssonet al.2020AISTATS 2020
Identifying Audio Adversarial Examples via Anomalous Pattern DetectionVictor AkinwandeCelia Cintaset al.2020KDD 2020
Verifying individual fairness in machine learning modelsPhilips George JohnDeepak Vijaykeerthyet al.2020UAI 2020
Is there a trade-off between fairness and accuracy? A perspective using mismatched hypothesis testingSanghamitra DuttaDennis Weiet al.2020ICML 2020
Distributionally robust policy evaluation and learning in offline contextual banditsNian SiFan Zhanget al.2020ICML 2020