Fairness

Retiring Adult: New Datasets for Fair Machine Learning NeurIPS 2021 Robust Fairness Under Covariate Shift AAAI 2021 Robustness Evaluation of Entity Disambiguation Using Prior Probes: the Case of Entity Overshadowing EMNLP 2021 Saliency is a Possible Red Herring When Diagnosing Poor Generalization ICLR 2021 Sample Selection for Fair and Robust Training NeurIPS 2021 Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints NeurIPS 2021 Scarce Societal Resource Allocation and the Price of (Local) Justice AAAI 2021 SCRUPLES: A Corpus of Community Ethical Judgments on 32,000 Real-Life Anecdotes AAAI 2021 Second Order WinoBias (SoWinoBias) Test Set for Latent Gender Bias Detection in Coreference Resolution ACL 2021 Self-Interpretable Model with Transformation Equivariant Interpretation NeurIPS 2021 Self-Progressing Robust Training AAAI 2021 Semi-automatic Triage of Requests for Free Legal Assistance EMNLP 2021 Sexism in the Judiciary: The Importance of Bias Definition in NLP and In Our Courts ACL 2021 Shortcutted Commonsense: Data Spuriousness in Deep Learning of Commonsense Reasoning EMNLP 2021 Skew Orthogonal Convolutions ICML 2021 Societal Biases in Language Generation: Progress and Challenges ACL 2021 Sociolectal Analysis of Pretrained Language Models EMNLP 2021 Statistical inference for individual fairness ICLR 2021 Stepmothers are mean and academics are pretentious: What do pretrained language models learn about you? EMNLP 2021 StereoSet: Measuring stereotypical bias in pretrained language models ACL 2021 Stereotype and Skew: Quantifying Gender Bias in Pre-trained and Fine-tuned Language Models EACL 2021 Stereotyping Norwegian Salmon: An Inventory of Pitfalls in Fairness Benchmark Datasets ACL 2021 Strategic Classification in the Dark ICML 2021 Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairness EMNLP 2021 Subgroup Generalization and Fairness of Graph Neural Networks NeurIPS 2021