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Fairness

1,193 papers

Papers per year

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Papers

Metric-Free Individual Fairness in Online Learning NIPS 2020
Fairness constraints can help exact inference in structured prediction NIPS 2020
Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses NIPS 2020
Sample Complexity of Uniform Convergence for Multicalibration NIPS 2020
Fair Multiple Decision Making Through Soft Interventions NIPS 2020
Faking Fairness via Stealthily Biased Sampling AAAI 2020
Bursting the Filter Bubble: Fairness-Aware Network Link Prediction AAAI 2020
Designing Committees for Mitigating Biases AAAI 2020
Towards Socially Responsible AI: Cognitive Bias-Aware Multi-Objective Learning AAAI 2020
An Information-Theoretic Quantification of Discrimination with Exempt Features AAAI 2020
IWE-Net: Instance Weight Network for Locating Negative Comments and its application to improve Traffic User Experience AAAI 2020
Pairwise Fairness for Ranking and Regression AAAI 2020
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces AAAI 2020
A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations AAAI 2020
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns AAAI 2020
Algorithmic Bias in Recidivism Prediction: A Causal Perspective (Student Abstract) AAAI 2020
Robustness and Reliability of Gender Bias Assessment in Word Embeddings: The Role of Base Pairs AACL 2020
“You Sound Just Like Your Father” Commercial Machine Translation Systems Include Stylistic Biases ACL 2020
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer ACL 2020
Towards Understanding Gender Bias in Relation Extraction ACL 2020
What Was Written vs. Who Read It: News Media Profiling Using Text Analysis and Social Media Context ACL 2020
Masking Actor Information Leads to Fairer Political Claims Detection ACL 2020
When do Word Embeddings Accurately Reflect Surveys on our Beliefs About People? ACL 2020
Toward Gender-Inclusive Coreference Resolution ACL 2020
Learning to Deceive with Attention-Based Explanations ACL 2020