Fairness

Analyzing Biases to Spurious Correlations in Text Classification Tasks AACL 2022 Analyzing Culture-Specific Argument Structures in Learner Essays COLING 2022 Analyzing Gender Translation Errors to Identify Information Flows between the Encoder and Decoder of a NMT System EMNLP 2022 Analyzing Hate Speech Data along Racial, Gender and Intersectional Axes NAACL 2022 Analyzing Modality Robustness in Multimodal Sentiment Analysis NAACL 2022 Anatomizing Bias in Facial Analysis AAAI 2022 An Empirical Study on Pseudo-log-likelihood Bias Measures for Masked Language Models Using Paraphrased Sentences NAACL 2022 An Empirical Study on the Fairness of Pre-trained Word Embeddings NAACL 2022 An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models ACL 2022 A New Notion of Individually Fair Clustering: α-Equitable k-Center AISTATS 2022 An exploratory data analysis: the performance differences of a medical code prediction system on different demographic groups NAACL 2022 An Information-Theoretic Approach and Dataset for Probing Gender Stereotypes in Multilingual Masked Language Models NAACL 2022 An Investigation of Critical Issues in Bias Mitigation Techniques WACV 2022 Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection NAACL 2022 Appearance and Structure Aware Robust Deep Visual Graph Matching: Attack, Defense and Beyond CVPR 2022 Applying the Stereotype Content Model to assess disability bias in popular pre-trained NLP models underlying AI-based assistive technologies ACL 2022 A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning AACL 2022 A Reduction to Binary Approach for Debiasing Multiclass Datasets NeurIPS 2022 Are Large Pre-Trained Language Models Leaking Your Personal Information? EMNLP 2022 Are Pretrained Multilingual Models Equally Fair across Languages? COLING 2022 Are reported accuracies in the clinical speech machine learning literature overoptimistic? Interspeech 2022 Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks NeurIPS 2022 Argo: Towards Small Vessel Detection for Humanitarian Purposes IJCAI 2022 A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022 A Robust Bias Mitigation Procedure Based on the Stereotype Content Model EMNLP 2022