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Fairness

796 directly classified papers

Papers per year

Papers

Mitigating Spurious Correlation in Natural Language Understanding with Counterfactual Inference EMNLP 2022
Balancing out Bias: Achieving Fairness Through Balanced Training EMNLP 2022
Directions for NLP Practices Applied to Online Hate Speech Detection EMNLP 2022
Status Biases in Deliberation Online: Evidence from a Randomized Experiment on ChangeMyView EMNLP 2022
Detecting Unintended Social Bias in Toxic Language Datasets EMNLP 2022
Critical Perspectives: A Benchmark Revealing Pitfalls in PerspectiveAPI EMNLP 2022
Professional Presentation and Projected Power: A Case Study of Implicit Gender Information in English CVs EMNLP 2022
A Robust Bias Mitigation Procedure Based on the Stereotype Content Model EMNLP 2022
Gender Bias Mitigation for NMT Involving Genderless Languages EMNLP 2022
Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systems NIPS 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation NIPS 2022
Conformalized Fairness via Quantile Regression NIPS 2022
RKHS-SHAP: Shapley Values for Kernel Methods NIPS 2022
Robust Rent Division NIPS 2022
Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks NIPS 2022
Bounding and Approximating Intersectional Fairness through Marginal Fairness NIPS 2022
The price of unfairness in linear bandits with biased feedback NIPS 2022
Fair Bayes-Optimal Classifiers Under Predictive Parity NIPS 2022
Certifying Some Distributional Fairness with Subpopulation Decomposition NIPS 2022
Fair Ranking with Noisy Protected Attributes NIPS 2022
Uncovering the Structural Fairness in Graph Contrastive Learning NIPS 2022
Pushing the limits of fairness impossibility: Who's the fairest of them all? NIPS 2022
Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm NIPS 2022
On the Discrimination Risk of Mean Aggregation Feature Imputation in Graphs NIPS 2022
Learning Concept Credible Models for Mitigating Shortcuts NIPS 2022