Fairness

Transferring Fairness under Distribution Shifts via Fair Consistency Regularization NeurIPS 2022 Truthful Aggregation of Budget Proposals with Proportionality Guarantees AAAI 2022 TruthfulQA: Measuring How Models Mimic Human Falsehoods ACL 2022 Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation NeurIPS 2022 Unbiased Math Word Problems Benchmark for Mitigating Solving Bias NAACL 2022 Uncalibrated Models Can Improve Human-AI Collaboration NeurIPS 2022 Uncertainty and Inclusivity in Gender Bias Annotation: An Annotation Taxonomy and Annotated Datasets of British English Text NAACL 2022 Uncovering the Structural Fairness in Graph Contrastive Learning NeurIPS 2022 Underspecification Presents Challenges for Credibility in Modern Machine Learning JMLR 2022 Understanding Gender Bias in Knowledge Base Embeddings ACL 2022 Understanding Instance-Level Impact of Fairness Constraints ICML 2022 Under the Morphosyntactic Lens: A Multifaceted Evaluation of Gender Bias in Speech Translation ACL 2022 Unmasking the Mask – Evaluating Social Biases in Masked Language Models AAAI 2022 Unsupervised Learning of Debiased Representations With Pseudo-Attributes CVPR 2022 Upstream Mitigation Is Not All You Need: Testing the Bias Transfer Hypothesis in Pre-Trained Language Models ACL 2022 Using Item Response Theory to Measure Gender and Racial Bias of a BERT-based Automated English Speech Assessment System NAACL 2022 Using Natural Sentence Prompts for Understanding Biases in Language Models NAACL 2022 VALUE: Understanding Dialect Disparity in NLU ACL 2022 VisCUIT: Visual Auditor for Bias in CNN Image Classifier CVPR 2022 VLStereoSet: A Study of Stereotypical Bias in Pre-trained Vision-Language Models AACL 2022 Washing The Unwashable : On The (Im)possibility of Fairwashing Detection NeurIPS 2022 Welcome to the Modern World of Pronouns: Identity-Inclusive Natural Language Processing beyond Gender COLING 2022 What Do Compressed Multilingual Machine Translation Models Forget? EMNLP 2022 What Do You See in this Patient? Behavioral Testing of Clinical NLP Models NAACL 2022 What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Review NAACL 2022