Fairness

Individual Fairness Guarantees for Neural Networks IJCAI 2022 Individual fairness in feature-based pricing for monopoly markets UAI 2022 Individual Representation in Approval-Based Committee Voting AAAI 2022 Inferring Gender: A Scalable Methodology for Gender Detection with Online Lexical Databases ACL 2022 Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022 Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language NAACL 2022 Inherent Tradeoffs in Learning Fair Representations JMLR 2022 Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing ICML 2022 Interpreting Gender Bias in Neural Machine Translation: Multilingual Architecture Matters AAAI 2022 Investigating Failures of Automatic Translationin the Case of Unambiguous Gender ACL 2022 Investigations of Performance and Bias in Human-AI Teamwork in Hiring AAAI 2022 Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning ICLR 2022 Is NLP Ready for Standardization? EMNLP 2022 Is Your Perspective Also My Perspective? Enriching Prediction with Subjectivity COLING 2022 I Will Have Order! Optimizing Orders for Fair Reviewer Assignment IJCAI 2022 Language Invariant Properties in Natural Language Processing ACL 2022 Learning Bias-reduced Word Embeddings Using Dictionary Definitions ACL 2022 Learning Concept Credible Models for Mitigating Shortcuts NeurIPS 2022 Learning Debiased Classifier with Biased Committee NeurIPS 2022 Learning Disentangled Textual Representations via Statistical Measures of Similarity ACL 2022 Learning Fair Classifiers With Partially Annotated Group Labels CVPR 2022 Learning fair representation with a parametric integral probability metric ICML 2022 Learning From Arabic Corpora But Not Always From Arabic Speakers: A Case Study of the Arabic Wikipedia Editions EMNLP 2022 Learning To Learn Across Diverse Data Biases in Deep Face Recognition CVPR 2022 Leashing the Inner Demons: Self-Detoxification for Language Models AAAI 2022