← Core AI
Artificial Intelligence › Core AI ›

Fairness

1139 directly classified papers

Papers per year

Papers

A Multifaceted Framework to Evaluate Evasion, Content Preservation, and Misattribution in Authorship Obfuscation Techniques EMNLP 2022
Gendered Mental Health Stigma in Masked Language Models EMNLP 2022
The (Undesired) Attenuation of Human Biases by Multilinguality EMNLP 2022
Text Style Transfer for Bias Mitigation using Masked Language Modeling NAACL 2022
Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers CVPR 2022
“Again, Dozens of Refugees Drowned”: A Computational Study of Political Framing Evoked by Presuppositions NAACL 2022
Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection NAACL 2022
Fair Representation Learning through Implicit Path Alignment ICML 2022
Selective Regression under Fairness Criteria ICML 2022
Robust Training under Label Noise by Over-parameterization ICML 2022
Achieving Fairness at No Utility Cost via Data Reweighing with Influence ICML 2022
Matching Learned Causal Effects of Neural Networks with Domain Priors ICML 2022
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing ICML 2022
Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology ICML 2022
Do ever larger octopi still amplify reporting biases? Evidence from judgments of typical colour IJCNLP 2022
Delivering Fairness in Human Resources AI: Mutual Information to the Rescue IJCNLP 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning IJCNLP 2022
Re-contextualizing Fairness in NLP: The Case of India IJCNLP 2022
The Lifecycle of “Facts”: A Survey of Social Bias in Knowledge Graphs IJCNLP 2022
VLStereoSet: A Study of Stereotypical Bias in Pre-trained Vision-Language Models IJCNLP 2022
Fair Wrapping for Black-box Predictions NIPS 2022
Self-Supervised Fair Representation Learning without Demographics NIPS 2022
Rashomon Capacity: A Metric for Predictive Multiplicity in Classification NIPS 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization NIPS 2022
OccGen: Selection of Real-world Multilingual Parallel Data Balanced in Gender within Occupations NIPS 2022