← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

Attainability and Optimality: The Equalized Odds Fairness Revisited CLEAR 2022
Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks NIPS 2022
Bridging Fairness and Environmental Sustainability in Natural Language Processing EMNLP 2022
Your fairness may vary: Pretrained language model fairness in toxic text classification ACL 2022
Local calibration: metrics and recalibration UAI 2022
On Learning Fairness and Accuracy on Multiple Subgroups NIPS 2022
VisCUIT: Visual Auditor for Bias in CNN Image Classifier CVPR 2022
Fairness without Demographics through Knowledge Distillation NIPS 2022
On the Relation between Distributionally Robust Optimization and Data Curation (Student Abstract) AAAI 2022
Does Moral Code have a Moral Code? Probing Delphi’s Moral Philosophy NAACL 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation NIPS 2022
Market Design for Drone Traffic Management AAAI 2022
Hate Speech Criteria: A Modular Approach to Task-Specific Hate Speech Definitions NAACL 2022
Metric Entropy Duality and the Sample Complexity of Outcome Indistinguishability ALT 2022
Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees NIPS 2022
Achieving Counterfactual Fairness for Causal Bandit AAAI 2022
Adaptive Data Debiasing through Bounded Exploration NIPS 2022
On-Demand Sampling: Learning Optimally from Multiple Distributions NIPS 2022
Debiasing Neural Retrieval via In-batch Balancing Regularization NAACL 2022
Mapping the Multilingual Margins: Intersectional Biases of Sentiment Analysis Systems in English, Spanish, and Arabic ACL 2022
On the Fairness of Causal Algorithmic Recourse AAAI 2022
X-FACTOR: A Cross-metric Evaluation of Factual Correctness in Abstractive Summarization EMNLP 2022
Quantifying Societal Bias Amplification in Image Captioning CVPR 2022
Modification-Fair Cluster Editing AAAI 2022
Probing Classifiers are Unreliable for Concept Removal and Detection NIPS 2022