conftrace_

fair machine learning

46 papers

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Co-occurring keywords

algorithmic fairness (284) bias mitigation (500) causal inference (1630) sensitive attribute (44) group fairness (158) demographic parity (75) fairness criterion (21) sample reweighting (26) counterfactual fairness (39) fair-pac learning (2)

Papers

Towards Fairness with Limited Demographics via Disentangled Learning IJCAI 2025
Fair Domain Generalization with Heterogeneous Sensitive Attributes Across Domains WACV 2025
FairTP: A Prolonged Fairness Framework for Traffic Prediction AAAI 2025
Learning Causally Disentangled Representations for Fair Personality Detection IJCAI 2025
Long-Term Fair Decision Making through Deep Generative Models AAAI 2024
Fair Graph Learning Using Constraint-Aware Priority Adjustment and Graph Masking in River Networks AAAI 2024
FairWASP: Fast and Optimal Fair Wasserstein Pre-processing AAAI 2024
Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making NIPS 2024
Aequitas Flow: Streamlining Fair ML Experimentation JMLR 2024
Data-Centric Explainable Debiasing for Improving Fairness in Pre-trained Language Models ACL 2024
To Pool or Not To Pool: Analyzing the Regularizing Effects of Group-Fair Training on Shared Models AISTATS 2024
On Socially Fair Low-Rank Approximation and Column Subset Selection NIPS 2024
Fairness-Aware Meta-Learning via Nash Bargaining NIPS 2024
Mitigating Bias for Question Answering Models by Tracking Bias Influence NAACL 2024
Demystifying Algorithmic Fairness in an Uncertain World AAAI 2024
Fair and Robust Estimation of Heterogeneous Treatment Effects for Policy Learning ICML 2023
Fairness in Streaming Submodular Maximization over a Matroid Constraint ICML 2023
When do Minimax-fair Learning and Empirical Risk Minimization Coincide? ICML 2023
Learning Antidote Data to Individual Unfairness ICML 2023
Revisiting Fair-PAC Learning and the Axioms of Cardinal Welfare AISTATS 2023
The Measure and Mismeasure of Fairness JMLR 2023
Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive Attributes ICML 2023
Debiased Automatic Speech Recognition for Dysarthric Speech via Sample Reweighting with Sample Affinity Test INTERSPEECH 2023
Provable Detection of Propagating Sampling Bias in Prediction Models AAAI 2023
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation NIPS 2022