Fairness

FairVLM: Enhancing Fairness and Prompt Sensitivity in Vision Language Models for Medical Image Segmentation WACV 2026 FanarGuard: A Culturally-Aware Moderation Filter for Arabic Language Models EACL 2026 FedShard: Federated Unlearning with Efficiency Fairness and Performance Fairness AAAI 2026 Format as a Prior: Quantifying and Analyzing Bias in LLMs for Heterogeneous Data AAAI 2026 From Emotion to Expression: Theoretical Foundations and Resources for Fear Speech EACL 2026 From Single to Societal: Analyzing Persona-Induced Bias in Multi-Agent Interactions AAAI 2026 Games of Representation: Developing Card-Based Activities to Teach About Representation and Bias in AI Datasets AAAI 2026 Gender and Politeness Perception: A Novel Approach for Exploring Annotations Disagreement EACL 2026 Generalizing Fair Clustering to Multiple Groups: Algorithms and Applications AAAI 2026 GlobLingDiv: A global dataset linking linguistic diversity and digital support to reveal landscapes with under-resourced languages for NLP EACL 2026 Greedily Maximizing Ex-Ante Fairness AAAI 2026 Group Fair Matchings Using Convex Cost Functions AAAI 2026 Group-realizable multi-group learning by minimizing empirical risk ALT 2026 GUIC: Certified Graph Unlearning with Individual Fairness Guarantees AAAI 2026 HAMLET4Fairness: Enhancing Fairness in AI Pipelines Through Human-Centered AutoML and Argumentation AAAI 2026 Harnessing Diffusion-Generated Synthetic Images for Fair Image Classification AAAI 2026 Hire Your Anthropologist! Rethinking Culture Benchmarks Through an Anthropological Lens EACL 2026 How Bias Binds: Measuring Hidden Associations for Bias Control in Text-to-Image Compositions AAAI 2026 How I Met Your Bias: Investigating Bias Amplification in Diffusion Models WACV 2026 How Important is ‘Perfect’ English for Machine Translation Prompts? EACL 2026 How Quantization Shapes Bias in Large Language Models EACL 2026 How Reasoning Influences Intersectional Biases in Vision–Language Models (Student Abstract) AAAI 2026 Identifying Features Associated with Bias Against 93 Stigmatized Groups in Language Models and Guardrail Model Safety Mitigation AAAI 2026 Inequality in the Age of Pseudonymity AAAI 2026 Investigating Gender Stereotypes in Large Language Models via Social Determinants of Health EACL 2026