Fairness

Cross-cultural differences in language markers of depression online NAACL 2018 Delayed Impact of Fair Machine Learning ICML 2018 Does mitigating ML's impact disparity require treatment disparity? NeurIPS 2018 Dynamic Fair Division Problem with General Valuations IJCAI 2018 Empirical Risk Minimization Under Fairness Constraints NeurIPS 2018 Enhancing the Accuracy and Fairness of Human Decision Making NeurIPS 2018 Equality of Opportunity in Classification: A Causal Approach NeurIPS 2018 Fair and Diverse DPP-Based Data Summarization ICML 2018 Fair Division Under Cardinality Constraints IJCAI 2018 Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making NeurIPS 2018 Fairness Through Computationally-Bounded Awareness NeurIPS 2018 Fairness Without Demographics in Repeated Loss Minimization ICML 2018 Fast Threshold Tests for Detecting Discrimination AISTATS 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 Identifying and Understanding User Reactions to Deceptive and Trusted Social News Sources ACL 2018 Information Nutrition Labels: A Plugin for Online News Evaluation EMNLP 2018 Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV) ICML 2018 Invariant Representations without Adversarial Training NeurIPS 2018 It’s going to be okay: Measuring Access to Support in Online Communities EMNLP 2018 Learning Adversarially Fair and Transferable Representations ICML 2018 Learning with Complex Loss Functions and Constraints AISTATS 2018 Multicalibration: Calibration for the (Computationally-Identifiable) Masses ICML 2018 Multi-task learning for interpretable cause of death classification using key phrase prediction ACL 2018