Fairness

The Effects of Regularization and Data Augmentation are Class Dependent NeurIPS 2022 The Impact of Differential Privacy on Group Disparity Mitigation NAACL 2022 The Lifecycle of “Facts”: A Survey of Social Bias in Knowledge Graphs AACL 2022 Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models NAACL 2022 The price of unfairness in linear bandits with biased feedback NeurIPS 2022 The “Problem” of Human Label Variation: On Ground Truth in Data, Modeling and Evaluation EMNLP 2022 The Rich Get Richer: Disparate Impact of Semi-Supervised Learning ICLR 2022 The subtle language of exclusion: Identifying the Toxic Speech of Trans-exclusionary Radical Feminists NAACL 2022 The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word Embeddings EMNLP 2022 The (Undesired) Attenuation of Human Biases by Multilinguality EMNLP 2022 Threading the Needle of On and Off-Manifold Value Functions for Shapley Explanations AISTATS 2022 To Find Waldo You Need Contextual Cues: Debiasing Who’s Waldo ACL 2022 To Prefer or to Choose? Generating Agency and Power Counterfactuals Jointly for Gender Bias Mitigation EMNLP 2022 Toward Annotator Group Bias in Crowdsourcing ACL 2022 Toward Fairness in Speech Recognition: Discovery and mitigation of performance disparities Interspeech 2022 Towards Debiasing DNN Models from Spurious Feature Influence AAAI 2022 Towards Debiasing Translation Artifacts NAACL 2022 Towards Fair Dataset Distillation for Text Classification EMNLP 2022 Towards Identifying Social Bias in Dialog Systems: Framework, Dataset, and Benchmark EMNLP 2022 Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment Information EMNLP 2022 Towards Return Parity in Markov Decision Processes AISTATS 2022 Towards Robust NLG Bias Evaluation with Syntactically-diverse Prompts EMNLP 2022 ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection ACL 2022 Trade-off between Payoff and Model Rewards in Shapley-Fair Collaborative Machine Learning NeurIPS 2022 Training and typological bias in ASR performance for world Englishes Interspeech 2022