algorithmic fairness

FROC: Building Fair ROC from a Trained Classifier AAAI 2025 From civility to parity: Marxist-feminist ethics for context-aware algorithmic content moderation ACL 2025 Fundamental Limits of Perfect Concept Erasure AISTATS 2025 Local Causal Discovery for Structural Evidence of Direct Discrimination AAAI 2025 Mind the Dialect: NLP Advancements Uncover Fairness Disparities for Arabic Users in Recommendation Systems EMNLP 2025 Mitigating Bias in Machine Learning: A Comprehensive Review and Novel Approaches AAAI 2025 Name of Thrones: How Do LLMs Rank Student Names in Status Hierarchies Based on Race and Gender? ACL 2025 Power(ful) Associations: Rethinking “Stereotype” for NLP ACL 2025 Precarity and Solidarity: Preliminary Results on a Study of Queer and Disabled Fiction Writers’ Experiences with Generative AI IJCAI 2025 Privacy, Utility and Fairness: Navigating Trade-offs in Differentially Private Machine Learning AAAI 2025 R-Fairness: Assessing Fairness of Ranking in Subjective Data ACL 2025 Searching for Unfairness in Algorithms’ Outputs: Novel Tests and Insights AAAI 2025 The Disparate Benefits of Deep Ensembles ICML 2025 To Give or Not to Give? The Impacts of Strategically Withheld Recourse AISTATS 2025 Towards counterfactual fairness through auxiliary variables ICLR 2025 ABCFair: an Adaptable Benchmark approach for Comparing Fairness Methods NeurIPS 2024 A Closer Look at AUROC and AUPRC under Class Imbalance NeurIPS 2024 Adversarial Attacks on Fairness of Graph Neural Networks ICLR 2024 Aequitas Flow: Streamlining Fair ML Experimentation JMLR 2024 Algorithmic Fairness in Distribution of Resources and Tasks IJCAI 2024 Almost Envy-Free Allocations of Indivisible Goods or Chores with Entitlements AAAI 2024 A New Paradigm for Counterfactual Reasoning in Fairness and Recourse IJCAI 2024 An Information-Flow Perspective on Algorithmic Fairness AAAI 2024 An Investigation of Group versus Individual Fairness in Perceptually Fair Speech Emotion Recognition Interspeech 2024 A Sequentially Fair Mechanism for Multiple Sensitive Attributes AAAI 2024