The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine
LearningNeural Information Processing Systems (NeurIPS), 2024 |
WCLD: Curated Large Dataset of Criminal Cases from Wisconsin Circuit
CourtsNeural Information Processing Systems (NeurIPS), 2023 |
Correcting for Selection Bias and Missing Response in Regression using
Privileged InformationConference on Uncertainty in Artificial Intelligence (UAI), 2023 |
Consistent Range Approximation for Fair Predictive ModelingProceedings of the VLDB Endowment (PVLDB), 2022 |
RMT-Net: Reject-aware Multi-Task Network for Modeling
Missing-not-at-random Data in Financial Credit ScoringIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022 |