Fairness

Investigating Social Bias Propagation in Federated Fine-tuning of Large Language Models AAAI 2026 Investigating Vaccine Buyer’s Remorse: Post-Vaccination Decision Regret in COVID-19 Social Media Using Politically Diverse Human Annotation AAAI 2026 Invisible Speakers? Gender Disparity in German AI Discourse and Its Reflection in Language Models EACL 2026 Leap of FAITH from GNN-to-MLP: Fairness Aware Inference via DisTillation of GrapH Knowledge AAAI 2026 Learning Fair Graph Representations via Probability of Necessity and Sufficiency AAAI 2026 Leveraging Wikidata for Geographically Informed Sociocultural Bias Dataset Creation: Application to Latin America EACL 2026 Linear Time Algorithms for Individually Fair k-means via Multi-Swap Local Search AAAI 2026 LLM Targeted Underperformance Disproportionately Impacts Vulnerable Users AAAI 2026 Lose Your Self (LoYS): An Adversarial Entropy-based Unsupervised Approach for Model Debiasing WACV 2026 Matrix Editing Meets Fair Clustering: Parameterized Algorithms and Complexity AAAI 2026 Measuring Mechanistic Independence: Can Bias Be Removed Without Erasing Demographics? EACL 2026 Minimizing Inequity in Facility Location Games AAAI 2026 MiSCHiEF: A Benchmark in Minimal-Pairs of Safety and Culture for Holistic Evaluation of Fine-Grained Image-Caption Alignment EACL 2026 Mitigating Self-Preference by Authorship Obfuscation AAAI 2026 Non-Monotonicity in Fair Division of Graphs AAAI 2026 Online Fair Allocations with Binary Valuations and Beyond AAAI 2026 On the Interplay between Human Label Variation and Model Fairness EACL 2026 Operationalizing Pluralistic Values in Large Language Model Alignment Reveals Trade-offs in Safety, Inclusivity, and Model Behavior AAAI 2026 Optimisation Problems in Constrained Machine Learning AAAI 2026 OursFed: Provable Group Fairness-Aware Federated Learning Against Distrust and Fragility AAAI 2026 OxEnsemble: Fair Ensembles for Low-Data Classification MIDL 2026 Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents AAAI 2026 Position: Biomedical NLP Demands Specialization, Not Generalization EACL 2026 Position Fair Mechanisms Allocating Indivisible Goods AAAI 2026 Power Asymmetries, Bias, and AI, a Reflection of Society on Low-Resourced Languages - African Languages as Case Study EACL 2026