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 Fairness in Peer Review NIPS 2023
A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective Learning NIPS 2023
Fair Graph Distillation NIPS 2023
Popularizing Fairness: Group Fairness and Individual Welfare AAAI 2023
FairFed: Enabling Group Fairness in Federated Learning AAAI 2023
Accurate Fairness: Improving Individual Fairness without Trading Accuracy AAAI 2023
Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results AAAI 2023
Are fairness metric scores enough to assess discrimination biases in machine learning? ACL 2023
When More is Less: Incorporating Additional Datasets Can Hurt Performance By Introducing Spurious Correlations MLHC 2023
Strategyproof Mechanisms for Group-Fair Facility Location Problems IJCAI 2022
Towards Fair Dataset Distillation for Text Classification EMNLP 2022
Equity Promotion in Online Resource Allocation AAAI 2022
Towards Debiasing DNN Models from Spurious Feature Influence AAAI 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization NIPS 2022
Beyond Adult and COMPAS: Fair Multi-Class Prediction via Information Projection NIPS 2022
Outlier-Aware Training for Improving Group Accuracy Disparities AACL 2022
Fair Ranking with Noisy Protected Attributes NIPS 2022
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing ICML 2022
Learning Fair Classifiers With Partially Annotated Group Labels CVPR 2022
Outlier-Aware Training for Improving Group Accuracy Disparities IJCNLP 2022
Fairness without Demographics through Knowledge Distillation NIPS 2022
Assessing Multilingual Fairness in Pre-trained Multimodal Representations ACL 2022
Fairness with Adaptive Weights ICML 2022
Understanding Instance-Level Impact of Fairness Constraints ICML 2022
On the Fairness of Causal Algorithmic Recourse AAAI 2022