algorithmic fairness

A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination AAAI 2026 Addressing Polarization and Unfairness in Performative Prediction AAAI 2026 An External Fairness Evaluation of LinkedIn Talent Search AAAI 2026 Argumentative Debates for Transparent Bias Detection AAAI 2026 AuditAgent: LLM Agent for Risks Auditing in Recommender Systems AAAI 2026 Beyond Bounds: Quantifying the Probability of Counterfactual Fairness UAI 2026 Fair Domain Generalization: An Information-Theoretic View AAAI 2026 From Single to Societal: Analyzing Persona-Induced Bias in Multi-Agent Interactions AAAI 2026 Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents AAAI 2026 Three Types of Calibration using Properties and their Semantic and Formal Relationships JMLR 2026 Uncertainty-aware Cycle Diffusion Model for Fair Glaucoma Diagnosis MIDL 2026 A Comprehensive Taxonomy of Bias Mitigation Methods for Hate Speech Detection ACL 2025 AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark CVPR 2025 AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic Data CVPR 2025 Algorithmic Accountability in Small Data: Sample-Size-Induced Bias Within Classification Metrics AISTATS 2025 Auditing and Enforcing Conditional Fairness via Optimal Transport AAAI 2025 Ensuring Reliable and Transparent Algorithmic Fairness Through Optimal Transport and Uncertainty Quantification IJCAI 2025 Evaluating Bias in LLMs for Job-Resume Matching: Gender, Race, and Education NAACL 2025 FairCognizer: A Model for Accurate Predictions with Inherent Fairness Evaluation (Extended Abstract) IJCAI 2025 Fairness-Accuracy Trade-Offs: A Causal Perspective AAAI 2025 Fairness-Aware Interactive Target Variable Definition IJCAI 2025 Fairness Shields: Safeguarding against Biased Decision Makers AAAI 2025 Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs ACL 2025 Fair Submodular Cover ICLR 2025 First-Person Fairness in Chatbots ICLR 2025