conftrace_

group fairness

158 papers

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Also known as

GF

Co-occurring keywords

algorithmic fairness (284) individual fairness (55) demographic parity (75) approximation algorithm (630) equalized odd (31) fairness metric (48) fair classification (55) bias mitigation (500) machine learning (436) spurious correlation (279)

Papers

Group Fair Matchings Using Convex Cost Functions AAAI 2026
Minimizing Inequity in Facility Location Games AAAI 2026
Leap of FAITH from GNN-to-MLP: Fairness Aware Inference via DisTillation of GrapH Knowledge AAAI 2026
Bayes-Optimal Fair Classification with Multiple Sensitive Features AAAI 2026
FairGC: Fostering Individual and Group Fairness for Deep Graph Clustering AAAI 2026
Centralized Group Equitability and Individual Envy-Freeness in the Allocation of Indivisible Items AAAI 2026
Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents AAAI 2026
OursFed: Provable Group Fairness-Aware Federated Learning Against Distrust and Fragility AAAI 2026
FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair WACV 2026
SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences AAAI 2026
Towards Fairness with Limited Demographics via Disentangled Learning IJCAI 2025
Active Fourier Auditor for Estimating Distributional Properties of ML Models AAAI 2025
CUGF: A Reliable and Fair Recommendation Framework AAAI 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
Equal Truth: Rumor Detection with Invariant Group Fairness EMNLP 2025
The Impossibility of Fair LLMs ACL 2025
Not All Voices Are Rewarded Equally: Probing and Repairing Reward Models across Human Diversity EMNLP 2025
Towards Fairness Assessment of Dutch Hate Speech Detection ACL 2025
Let The Jury Decide: Fair Demonstration Selection for In-Context Learning through Incremental Greedy Evaluation ACL 2025
Parameterized Approximation Algorithm for Doubly Constrained Fair Clustering IJCAI 2025
Metric-Agnostic Continual Learning for Sustainable Group Fairness AAAI 2025
A Group Fairness Lens for Large Language Models EMNLP 2025
No Prejudice! Fair Federated Graph Neural Networks for Personalized Recommendation AAAI 2024
Do Counterfactually Fair Image Classifiers Satisfy Group Fairness? -- A Theoretical and Empirical Study NIPS 2024