conftrace_

fair classification

55 papers

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Co-occurring keywords

fairness constraint (125) algorithmic fairness (284) group fairness (158) demographic parity (75) binary classification (678) causal inference (1630) disentangled representation (521) counterfactual fairness (39) equalized odd (31) representation learning (6206)

Papers

Classification with abstention but without disparities UAI 2021
Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder AAAI 2021
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations ACL 2021
Mitigating Bias in Session-based Cyberbullying Detection: A Non-Compromising Approach ACL 2021
The Effect of Round-Trip Translation on Fairness in Sentiment Analysis EMNLP 2021
Fair Classification with Adversarial Perturbations NIPS 2021
An Information-theoretic Approach to Distribution Shifts NIPS 2021
Adaptive Sampling for Minimax Fair Classification NIPS 2021
Probably Approximately Correct Constrained Learning NIPS 2020
Fair Multiple Decision Making Through Soft Interventions NIPS 2020
Towards Threshold Invariant Fair Classification UAI 2020
Differentially Private and Fair Classification via Calibrated Functional Mechanism AAAI 2020
Fairness with Overlapping Groups; a Probabilistic Perspective NIPS 2020
Identifying and Correcting Label Bias in Machine Learning AISTATS 2020
Obtaining Fairness using Optimal Transport Theory ICML 2019
Paradoxes in Fair Machine Learning NIPS 2019
Noise-tolerant fair classification NIPS 2019
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification NIPS 2019
Stable and Fair Classification ICML 2019
Average Individual Fairness: Algorithms, Generalization and Experiments NIPS 2019
Wasserstein Fair Classification UAI 2019
Fairness Constraints: A Flexible Approach for Fair Classification JMLR 2019
Fairness Through Computationally-Bounded Awareness NIPS 2018
Equality of Opportunity in Classification: A Causal Approach NIPS 2018
A Reductions Approach to Fair Classification ICML 2018