Fairness

Just Train Twice: Improving Group Robustness without Training Group Information ICML 2021 Keynote Abstract: Machine Learning in Conflict Studies: Reflections on Ethics, Collaboration, and Ongoing Challenges ACL 2021 Label-Imbalanced and Group-Sensitive Classification under Overparameterization NeurIPS 2021 Large Image Datasets: A Pyrrhic Win for Computer Vision? WACV 2021 Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources EMNLP 2021 Learning Bias-Invariant Representation by Cross-Sample Mutual Information Minimization ICCV 2021 Learning Disentangled Representation for Fair Facial Attribute Classification via Fairness-aware Information Alignment AAAI 2021 Learning Fair Scoring Functions: Bipartite Ranking under ROC-based Fairness Constraints AISTATS 2021 Learning Groupwise Explanations for Black-Box Models IJCAI 2021 Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint AISTATS 2021 Learning Models for Actionable Recourse NeurIPS 2021 Learning Optimal Predictive Checklists NeurIPS 2021 Learning Smooth and Fair Representations AISTATS 2021 Leveraging Community and Author Context to Explain the Performance and Bias of Text-Based Deception Detection Models NAACL 2021 Linguistic Complexity Loss in Text-Based Therapy NAACL 2021 Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings CVPR 2021 Low Frequency Names Exhibit Bias and Overfitting in Contextualizing Language Models EMNLP 2021 Machine Translationese: Effects of Algorithmic Bias on Linguistic Complexity in Machine Translation EACL 2021 Matchings with Group Fairness Constraints: Online and Offline Algorithms IJCAI 2021 Maximin Fairness with Mixed Divisible and Indivisible Goods AAAI 2021 Measuring Biases of Word Embeddings: What Similarity Measures and Descriptive Statistics to Use? NAACL 2021 Measuring Social Biases in Grounded Vision and Language Embeddings NAACL 2021 MedNLI Is Not Immune: Natural Language Inference Artifacts in the Clinical Domain ACL 2021 Men Are Elected, Women Are Married: Events Gender Bias on Wikipedia ACL 2021 Metadata Normalization CVPR 2021