Fairness

An Investigation of Group versus Individual Fairness in Perceptually Fair Speech Emotion Recognition Interspeech 2024 An Investigation of Representation and Allocation Harms in Contrastive Learning ICLR 2024 Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost COLING 2024 An Overview of Recent Approaches to Enable Diversity in Large Language Models through Aligning with Human Perspectives COLING 2024 A Parameter-Efficient Multi-Objective Approach to Mitigate Stereotypical Bias in Language Models ACL 2024 A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness JMLR 2024 Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification AAAI 2024 Are LLM-based Evaluators Confusing NLG Quality Criteria? ACL 2024 Are Models Biased on Text without Gender-related Language? ICLR 2024 Are Text Classifiers Xenophobic? A Country-Oriented Bias Detection Method with Least Confounding Variables COLING 2024 Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node Injections NeurIPS 2024 Artificial Intelligence in the CS2023 Undergraduate Computer Science Curriculum: Rationale and Challenges AAAI 2024 ARTS: Assessing Readability & Text Simplicity EMNLP 2024 As Biased as You Measure: Methodological Pitfalls of Bias Evaluations in Speaker Verification Research Interspeech 2024 A Scalable Algorithm for Individually Fair k-Means Clustering AISTATS 2024 A Sequentially Fair Mechanism for Multiple Sensitive Attributes AAAI 2024 A Simple and Practical Method for Reducing the Disparate Impact of Differential Privacy AAAI 2024 A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective NeurIPS 2024 Assessing Uncertainty in Similarity Scoring: Performance & Fairness in Face Recognition ICLR 2024 Association of Objects May Engender Stereotypes: Mitigating Association-Engendered Stereotypes in Text-to-Image Generation NeurIPS 2024 A Study of Implicit Ranking Unfairness in Large Language Models EMNLP 2024 A Study of Nationality Bias in Names and Perplexity using Off-the-Shelf Affect-related Tweet Classifiers EMNLP 2024 A Survey on Natural Language Counterfactual Generation EMNLP 2024 A Survival Guide for Iranian Women Prescribed by Iranian Women: Participatory AI to Investigate Intimate Partner Physical Violence in Iran IJCAI 2024 A Taxonomy of Challenges to Curating Fair Datasets NeurIPS 2024