Fairness

Efficient Swap Multicalibration of Elicitable Properties COLT 2026 Equal Opportunity: A Correctness Condition for Ordered Consensus OSDI 2026 Evaluating the Impact of Medical Image Reconstruction on Downstream AI Fairness and Performance MIDL 2026 Exploring Entropy-based Active Learning for Fair Brain Segmentation MIDL 2026 Fair-CCD: Mitigating Bias in Large Language Models for Tabular Classification Through Context-Contrastive Decoding ACL 2026 FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs ACL 2026 FairGSE: Fairness-Aware Graph Neural Network Without High False Positive Rates AAAI 2026 FairLLaVA: Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants CVPR 2026 Fairness Uncertainty Quantification: A Constrained Stochastic Optimization Perspective UAI 2026 FairQE: Multi-Agent Framework for Mitigating Gender Bias in Translation Quality Estimation ACL 2026 FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair WACV 2026 FedRAC: Rolling Submodel Allocation for Collaborative Fairness in Federated Learning CVPR 2026 FedSST: Rethinking Fair Federated Graph Learning under Structural Shift CVPR 2026 Framing Political Bias in Multilingual LLMs Across Pakistani Languages ACL 2026 Fully Unsupervised Self-debiasing of Text-to-Image Diffusion Models WACV 2026 GKnow: Measuring the Entanglement of Gender Bias and Factual Gender ACL 2026 Group-Fair Allocations of Contiguous Blocks of Indivisible Items UAI 2026 Hyperbolic Relational Prompts for Intersectional Fairness in Medical VLMs CVPR 2026 Identifying Bias in Machine-generated Text Detection ACL 2026 Identity-Robust Language Model Generation via Content Integrity Preservation ACL 2026 Improving the Distributional Alignment of LLMs using Supervision ACL 2026 InsideOut: Measuring and Mitigating Insider–Outsider Bias in Interview Script Generation ACL 2026 Interpretable Debiasing of Vision-Language Models for Social Fairness CVPR 2026 Investigating Counterfactual Unfairness in LLMs towards Identities through Humor ACL 2026 Learning Fair Representations with Kolmogorov-Arnold Networks AAAI 2026