Fairness

Inferring Gender: A Scalable Methodology for Gender Detection with Online Lexical Databases ACL 2022 Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022 Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing ICML 2022 Interpretable Low-Resource Legal Decision Making AAAI 2022 Interpreting Gender Bias in Neural Machine Translation: Multilingual Architecture Matters AAAI 2022 Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022 Investigating Failures of Automatic Translationin the Case of Unambiguous Gender ACL 2022 Investigations of Performance and Bias in Human-AI Teamwork in Hiring AAAI 2022 Learning Debiased Classifier with Biased Committee NeurIPS 2022 Learning Disentangled Textual Representations via Statistical Measures of Similarity ACL 2022 Less Is Better: Recovering Intended-Feature Subspace to Robustify NLU Models COLING 2022 Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers CVPR 2022 Listening to Affected Communities to Define Extreme Speech: Dataset and Experiments ACL 2022 Local Justice and the Algorithmic Allocation of Scarce Societal Resources AAAI 2022 Longitudinal Fairness with Censorship AAAI 2022 Low-Degree Multicalibration COLT 2022 MABEL: Attenuating Gender Bias using Textual Entailment Data EMNLP 2022 Mapping the Multilingual Margins: Intersectional Biases of Sentiment Analysis Systems in English, Spanish, and Arabic ACL 2022 Matching Learned Causal Effects of Neural Networks with Domain Priors ICML 2022 Measuring and Mitigating Name Biases in Neural Machine Translation ACL 2022 Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language Models NAACL 2022 Measuring Harmful Representations in Scandinavian Language Models EMNLP 2022 Measuring Harmful Sentence Completion in Language Models for LGBTQIA+ Individuals ACL 2022 Measuring Robustness for NLP COLING 2022 Mind the data gap(s): Investigating power in speech and language datasets ACL 2022