Fairness

Alibi Explain: Algorithms for Explaining Machine Learning Models JMLR 2021 All of the Fairness for Edge Prediction with Optimal Transport AISTATS 2021 All That’s ‘Human’ Is Not Gold: Evaluating Human Evaluation of Generated Text ACL 2021 Almost Envy-Freeness for Groups: Improved Bounds via Discrepancy Theory IJCAI 2021 Alternative Microfoundations for Strategic Classification ICML 2021 An Axiomatic Theory of Provably-Fair Welfare-Centric Machine Learning NeurIPS 2021 A Near-Optimal Algorithm for Debiasing Trained Machine Learning Models NeurIPS 2021 An Examination of Fairness of AI Models for Deepfake Detection IJCAI 2021 An Importance Weighted Feature Selection Stability Measure JMLR 2021 An Information-theoretic Approach to Distribution Shifts NeurIPS 2021 A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations ACL 2021 An Overview of Fairness in Data – Illuminating the Bias in Data Pipeline EACL 2021 An Unfair Affinity Toward Fairness: Characterizing 70 Years of Social Biases in BHollywood (Student Abstract) AAAI 2021 Approximate Group Fairness for Clustering ICML 2021 Approximation Algorithms for Socially Fair Clustering COLT 2021 Arabic Offensive Language on Twitter: Analysis and Experiments EACL 2021 Are Chess Discussions Racist? An Adversarial Hate Speech Data Set (Student Abstract) AAAI 2021 Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search EMNLP 2021 Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training NeurIPS 2021 Are we human, or are we users? The role of natural language processing in human-centric news recommenders that nudge users to diverse content ACL 2021 Assessing Fairness in the Presence of Missing Data NeurIPS 2021 Assessing Gender Bias in Wikipedia: Inequalities in Article Titles ACL 2021 Assessing the Reliability of Word Embedding Gender Bias Measures EMNLP 2021 A Survey of Race, Racism, and Anti-Racism in NLP ACL 2021 Auditing Black-Box Prediction Models for Data Minimization Compliance NeurIPS 2021