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Fairness

3337 directly classified papers

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Papers

Unbiased Math Word Problems Benchmark for Mitigating Solving Bias NAACL 2022
Analyzing Culture-Specific Argument Structures in Learner Essays COLING 2022
Bias Mitigation in Machine Translation Quality Estimation ACL 2022
Learning Bias-reduced Word Embeddings Using Dictionary Definitions ACL 2022
Fair and Optimal Decision Trees: A Dynamic Programming Approach NIPS 2022
Measuring Geographic Performance Disparities of Offensive Language Classifiers COLING 2022
Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modeling COLING 2022
A Study of Implicit Bias in Pretrained Language Models against People with Disabilities COLING 2022
Beyond Adult and COMPAS: Fair Multi-Class Prediction via Information Projection NIPS 2022
Debiasing Isn’t Enough! – on the Effectiveness of Debiasing MLMs and Their Social Biases in Downstream Tasks COLING 2022
Bigger Data or Fairer Data? Augmenting BERT via Active Sampling for Educational Text Classification COLING 2022
Fine-tuning language models to find agreement among humans with diverse preferences NIPS 2022
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning NIPS 2022
The Dollar Street Dataset: Images Representing the Geographic and Socioeconomic Diversity of the World NIPS 2022
Fairness Transferability Subject to Bounded Distribution Shift NIPS 2022
Fair Infinitesimal Jackknife: Mitigating the Influence of Biased Training Data Points Without Refitting NIPS 2022
Optimal Transport of Classifiers to Fairness NIPS 2022
Fair NLP Models with Differentially Private Text Encoders EMNLP 2022
Fairness-Aware Adversarial Perturbation Towards Bias Mitigation for Deployed Deep Models CVPR 2022
The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word Embeddings EMNLP 2022
The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail ACL 2022
A Study on the Distribution of Social Biases in Self-Supervised Learning Visual Models CVPR 2022
Learning Concept Credible Models for Mitigating Shortcuts NIPS 2022
Revisiting Queer Minorities in Lexicons NAACL 2022
Don’t Just Clean It, Proxy Clean It: Mitigating Bias by Proxy in Pre-Trained Models EMNLP 2022