disparate impact

Conformal Prediction Sets Can Cause Disparate Impact ICLR 2025 Towards Fair Representation: Clustering and Consensus COLT 2025 Balancing Act: Constraining Disparate Impact in Sparse Models ICLR 2024 Reconciling Predictive and Statistical Parity: A Causal Approach AAAI 2024 Differential Privacy has Bounded Impact on Fairness in Classification ICML 2023 Disparate Impact in Differential Privacy from Gradient Misalignment ICLR 2023 Generalized Disparate Impact for Configurable Fairness Solutions in ML ICML 2023 The Effects of AI Biases and Explanations on Human Decision Fairness: A Case Study of Bidding in Rental Housing Markets IJCAI 2023 Towards Conceptualization of “Fair Explanation”: Disparate Impacts of anti-Asian Hate Speech Explanations on Content Moderators EMNLP 2023 Towards Fairness-aware Adversarial Network Pruning ICCV 2023 Post-processing of Differentially Private Data: A Fairness Perspective IJCAI 2022 Pruning has a disparate impact on model accuracy NeurIPS 2022 The Rich Get Richer: Disparate Impact of Semi-Supervised Learning ICLR 2022 Classification with abstention but without disparities UAI 2021 Decision Making with Differential Privacy under a Fairness Lens IJCAI 2021 Justicia: A Stochastic SAT Approach to Formally Verify Fairness AAAI 2021 Achieving Outcome Fairness in Machine Learning Models for Social Decision Problems IJCAI 2020 Assessing Disparate Impact of Personalized Interventions: Identifiability and Bounds NeurIPS 2019 Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making AAAI 2019 Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions ICML 2019 The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric NeurIPS 2019 Blind Justice: Fairness with Encrypted Sensitive Attributes ICML 2018 Fair Clustering Through Fairlets NeurIPS 2017