Fairness

Overlearning Reveals Sensitive Attributes ICLR 2020 Pairwise Fairness for Ranking and Regression AAAI 2020 PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction EMNLP 2020 Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview ACL 2020 Predictive Multiplicity in Classification ICML 2020 Price of Fairness in Budget Division and Probabilistic Social Choice AAAI 2020 Probabilistic Fair Clustering NeurIPS 2020 Probably Approximately Correct Constrained Learning NeurIPS 2020 Putting Accountability of AI Systems into Practice IJCAI 2020 Quantifying 60 Years of Gender Bias in Biomedical Research with Word Embeddings ACL 2020 Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation EMNLP 2020 Reducing Gender Bias in Neural Machine Translation as a Domain Adaptation Problem ACL 2020 Reducing Sentiment Bias in Language Models via Counterfactual Evaluation EMNLP 2020 Reducing Unintended Identity Bias in Russian Hate Speech Detection EMNLP 2020 RelatIF: Identifying Explanatory Training Samples via Relative Influence AISTATS 2020 Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies NeurIPS 2020 Rényi Fair Inference ICLR 2020 Robust Optimization for Fairness with Noisy Protected Groups NeurIPS 2020 Robust Recursive Partitioning for Heterogeneous Treatment Effects with Uncertainty Quantification NeurIPS 2020 Sample Complexity of Uniform Convergence for Multicalibration NeurIPS 2020 Security Analysis of Safe and Seldonian Reinforcement Learning Algorithms NeurIPS 2020 Semi-Supervised Topic Modeling for Gender Bias Discovery in English and Swedish COLING 2020 Situated Data, Situated Systems: A Methodology to Engage with Power Relations in Natural Language Processing Research COLING 2020 Six Attributes of Unhealthy Conversations EMNLP 2020 Social Biases in NLP Models as Barriers for Persons with Disabilities ACL 2020