group fairness

Bayes-Optimal Fair Classification with Multiple Sensitive Features AAAI 2026 Centralized Group Equitability and Individual Envy-Freeness in the Allocation of Indivisible Items AAAI 2026 FairGC: Fostering Individual and Group Fairness for Deep Graph Clustering AAAI 2026 Fairness Uncertainty Quantification: A Constrained Stochastic Optimization Perspective UAI 2026 FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair WACV 2026 Group Fair Matchings Using Convex Cost Functions AAAI 2026 Leap of FAITH from GNN-to-MLP: Fairness Aware Inference via DisTillation of GrapH Knowledge AAAI 2026 Minimizing Inequity in Facility Location Games AAAI 2026 OursFed: Provable Group Fairness-Aware Federated Learning Against Distrust and Fragility AAAI 2026 Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents AAAI 2026 SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences AAAI 2026 Active Fourier Auditor for Estimating Distributional Properties of ML Models AAAI 2025 A Generic Framework for Conformal Fairness ICLR 2025 A Group Fairness Lens for Large Language Models EMNLP 2025 Bridging Fairness and Efficiency in Conformal Inference: A Surrogate-Assisted Group-Clustered Approach ICML 2025 Bridging Jensen Gap for Max-Min Group Fairness Optimization in Recommendation ICLR 2025 CUGF: A Reliable and Fair Recommendation Framework AAAI 2025 Equal Truth: Rumor Detection with Invariant Group Fairness EMNLP 2025 Fair Graph U-Net: A Fair Graph Learning Framework Integrating Group and Individual Awareness AAAI 2025 Fair Text Classification via Transferable Representations JMLR 2025 Global Group Fairness in Federated Learning via Function Tracking AISTATS 2025 Let The Jury Decide: Fair Demonstration Selection for In-Context Learning through Incremental Greedy Evaluation ACL 2025 Metric-Agnostic Continual Learning for Sustainable Group Fairness AAAI 2025 Not All Voices Are Rewarded Equally: Probing and Repairing Reward Models across Human Diversity EMNLP 2025 Parameterized Approximation Algorithm for Doubly Constrained Fair Clustering IJCAI 2025