Fairness

Fairness for Image Generation with Uncertain Sensitive Attributes ICML 2021 Fairness in Long-Term Participatory Budgeting IJCAI 2021 Fair Selective Classification Via Sufficiency ICML 2021 Fine-Grained Fairness Analysis of Abusive Language Detection Systems with CheckList ACL 2021 Gender Bias in Natural Language Processing Across Human Languages NAACL 2021 GFST: Gender-Filtered Self-Training for More Accurate Gender in Translation EMNLP 2021 Greedy Gradient Ensemble for Robust Visual Question Answering ICCV 2021 Guiding Principles for Participatory Design-inspired Natural Language Processing ACL 2021 Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies EMNLP 2021 HateCheck: Functional Tests for Hate Speech Detection Models ACL 2021 HONEST: Measuring Hurtful Sentence Completion in Language Models NAACL 2021 Improving Counterfactual Generation for Fair Hate Speech Detection ACL 2021 Intrinsic Bias Metrics Do Not Correlate with Application Bias ACL 2021 Justicia: A Stochastic SAT Approach to Formally Verify Fairness AAAI 2021 Label-Imbalanced and Group-Sensitive Classification under Overparameterization NeurIPS 2021 Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources EMNLP 2021 Learning Models for Actionable Recourse NeurIPS 2021 Measuring Biases of Word Embeddings: What Similarity Measures and Descriptive Statistics to Use? NAACL 2021 Memorization vs. Generalization : Quantifying Data Leakage in NLP Performance Evaluation EACL 2021 Men Are Elected, Women Are Married: Events Gender Bias on Wikipedia ACL 2021 Mitigating Biases in Toxic Language Detection through Invariant Rationalization ACL 2021 Mitigating Bias in Session-based Cyberbullying Detection: A Non-Compromising Approach ACL 2021 Mitigating Face Recognition Bias via Group Adaptive Classifier CVPR 2021 Mitigation of Diachronic Bias in Fake News Detection Dataset EMNLP 2021 Moment Multicalibration for Uncertainty Estimation COLT 2021