Fairness

Resolving Gendered Ambiguous Pronouns with BERT ACL 2019 The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric NeurIPS 2019 The many dimensions of algorithmic fairness in educational applications ACL 2019 The Sensitivity of Counterfactual Fairness to Unmeasured Confounding UAI 2019 Wasserstein Fair Classification UAI 2019 Achieving Non-Discrimination in Prediction IJCAI 2018 Does mitigating ML's impact disparity require treatment disparity? NeurIPS 2018 Equality of Opportunity in Classification: A Causal Approach NeurIPS 2018 Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making NeurIPS 2018 Fairness Through Computationally-Bounded Awareness NeurIPS 2018 Gender Bias in Coreference Resolution NAACL 2018 Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods NAACL 2018 Hunting for Discriminatory Proxies in Linear Regression Models NeurIPS 2018 Multiwinner Voting with Fairness Constraints IJCAI 2018 On preserving non-discrimination when combining expert advice NeurIPS 2018 Predicting Factuality of Reporting and Bias of News Media Sources EMNLP 2018 Preventing Disparate Treatment in Sequential Decision Making IJCAI 2018 Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness ICML 2018 The Linguistic Ideologies of Deep Abusive Language Classification EMNLP 2018 Whistle-blowing ASRs: Evaluating the Need for More Inclusive Speech Recognition Systems Interspeech 2018 A Causal Framework for Discovering and Removing Direct and Indirect Discrimination IJCAI 2017 Counterfactual Fairness NeurIPS 2017 Fairness in Reinforcement Learning ICML 2017 Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints EMNLP 2017 Meritocratic Fairness for Cross-Population Selection ICML 2017