Fairness

Fair Normalizing Flows ICLR 2022 Fair Rank Aggregation NeurIPS 2022 Fair Ranking with Noisy Protected Attributes NeurIPS 2022 Fair Representation Learning through Implicit Path Alignment ICML 2022 FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning NeurIPS 2022 Fair Visual Recognition in Limited Data Regime Using Self-Supervision and Self-Distillation WACV 2022 Fair Wrapping for Black-box Predictions NeurIPS 2022 Fast and Efficient MMD-Based Fair PCA via Optimization over Stiefel Manifold AAAI 2022 Features or Spurious Artifacts? Data-centric Baselines for Fair and Robust Hate Speech Detection NAACL 2022 Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias NAACL 2022 Fine-tuning language models to find agreement among humans with diverse preferences NeurIPS 2022 First the Worst: Finding Better Gender Translations During Beam Search ACL 2022 Focus on the Common Good: Group Distributional Robustness Follows ICLR 2022 French CrowS-Pairs: Extending a challenge dataset for measuring social bias in masked language models to a language other than English ACL 2022 Fundamental Limits and Tradeoffs in Invariant Representation Learning JMLR 2022 Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings AAAI 2022 Gender Biases and Where to Find Them: Exploring Gender Bias in Pre-Trained Transformer-based Language Models Using Movement Pruning NAACL 2022 Gender Bias in BERT - Measuring and Analysing Biases through Sentiment Rating in a Realistic Downstream Classification Task NAACL 2022 Gender Bias in Masked Language Models for Multiple Languages NAACL 2022 Gender Bias in Meta-Embeddings EMNLP 2022 Gender Bias Mitigation for NMT Involving Genderless Languages EMNLP 2022 Gendered Language in Resumes and its Implications for Algorithmic Bias in Hiring NAACL 2022 Gendered Mental Health Stigma in Masked Language Models EMNLP 2022 Generalized Demographic Parity for Group Fairness ICLR 2022 Generating and Controlling Diversity in Image Search WACV 2022