← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

On Fair Cost Sharing Games in Machine Learning AAAI 2019
One-Network Adversarial Fairness AAAI 2019
PC-Fairness: A Unified Framework for Measuring Causality-based Fairness NIPS 2019
Balancing Efficiency and Fairness in On-Demand Ridesourcing NIPS 2019
Towards Discriminative Representations and Unbiased Predictions: Class-Specific Angular Softmax for Speech Emotion Recognition INTERSPEECH 2019
The many dimensions of algorithmic fairness in educational applications ACL 2019
Group Fairness for the Allocation of Indivisible Goods AAAI 2019
Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making AAAI 2019
Policy Learning for Fairness in Ranking NIPS 2019
Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks NIPS 2019
Using Word Embeddings to Examine Gender Bias in Dutch Newspapers, 1950-1990 ACL 2019
Measuring Bias in Contextualized Word Representations ACL 2019
Equalizing Gender Bias in Neural Machine Translation with Word Embeddings Techniques ACL 2019
The Role of Protected Class Word Lists in Bias Identification of Contextualized Word Representations ACL 2019
Bias Analysis and Mitigation in the Evaluation of Authorship Verification ACL 2019
REPAIR: Removing Representation Bias by Dataset Resampling CVPR 2019
Catastrophic Child's Play: Easy to Perform, Hard to Defend Adversarial Attacks CVPR 2019
Conceptor Debiasing of Word Representations Evaluated on WEAT ACL 2019
Evaluating the Underlying Gender Bias in Contextualized Word Embeddings ACL 2019
Discovering Fair Representations in the Data Domain CVPR 2019
On the Accuracy of Influence Functions for Measuring Group Effects NIPS 2019
Coresets for Clustering with Fairness Constraints NIPS 2019
Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology ACL 2019
Robust Attribution Regularization NIPS 2019
Average Individual Fairness: Algorithms, Generalization and Experiments NIPS 2019