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Fairness

3,511 papers

Papers per year

251
692
'20
'25

Papers

A Unified Approach to Fair Online Learning via Blackwell Approachability NIPS 2021
Learning Models for Actionable Recourse NIPS 2021
Label-Imbalanced and Group-Sensitive Classification under Overparameterization NIPS 2021
Auditing Black-Box Prediction Models for Data Minimization Compliance NIPS 2021
Perceptual Score: What Data Modalities Does Your Model Perceive? NIPS 2021
Best-case lower bounds in online learning NIPS 2021
Fair Exploration via Axiomatic Bargaining NIPS 2021
Fair Sparse Regression with Clustering: An Invex Relaxation for a Combinatorial Problem NIPS 2021
Fair Algorithms for Multi-Agent Multi-Armed Bandits NIPS 2021
Adaptive Sampling for Minimax Fair Classification NIPS 2021
Constrained Optimization to Train Neural Networks on Critical and Under-Represented Classes NIPS 2021
Fair Sortition Made Transparent NIPS 2021
Does enforcing fairness mitigate biases caused by subpopulation shift? NIPS 2021
Post-processing for Individual Fairness NIPS 2021
Unintended Selection: Persistent Qualification Rate Disparities and Interventions NIPS 2021
Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning NIPS 2021
Certifying Robustness to Programmable Data Bias in Decision Trees NIPS 2021
Unbiased Classification through Bias-Contrastive and Bias-Balanced Learning NIPS 2021
Bandit Learning with Delayed Impact of Actions NIPS 2021
Differentially Private Empirical Risk Minimization under the Fairness Lens NIPS 2021
Fair Sequential Selection Using Supervised Learning Models NIPS 2021
Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints NIPS 2021
Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training NIPS 2021
Regularizing Attention Networks for Anomaly Detection in Visual Question Answering AAAI 2021
Learning Disentangled Representation for Fair Facial Attribute Classification via Fairness-aware Information Alignment AAAI 2021