bias mitigation

A Robust Bias Mitigation Procedure Based on the Stereotype Content Model EMNLP 2022 Attributing Fair Decisions with Attention Interventions NAACL 2022 Auto-Debias: Debiasing Masked Language Models with Automated Biased Prompts ACL 2022 Balancing out Bias: Achieving Fairness Through Balanced Training EMNLP 2022 Bias Mitigation in Machine Translation Quality Estimation ACL 2022 Bigger Data or Fairer Data? Augmenting BERT via Active Sampling for Educational Text Classification COLING 2022 Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models NAACL 2022 Conceptualizing Treatment Leakage in Text-based Causal Inference NAACL 2022 Contextualizing Language Models for Norms Diverging from Social Majority EMNLP 2022 Controllable Text Generation for Open-Domain Creativity and Fairness IJCAI 2022 Controlling Bias Exposure for Fair Interpretable Predictions EMNLP 2022 Counterfactual Interpolation Augmentation (CIA): A Unified Approach to Enhance Fairness and Explainability of DNN IJCAI 2022 Debiasing Event Understanding for Visual Commonsense Tasks ACL 2022 Deep Representation Debiasing via Mutual Information Minimization and Maximization (Student Abstract) AAAI 2022 Delivering Fairness in Human Resources AI: Mutual Information to the Rescue AACL 2022 Demographic-Aware Language Model Fine-tuning as a Bias Mitigation Technique AACL 2022 Detecting Unintended Social Bias in Toxic Language Datasets CoNLL 2022 DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022 Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing EMNLP 2022 Don’t Just Clean It, Proxy Clean It: Mitigating Bias by Proxy in Pre-Trained Models EMNLP 2022 Efficient Counterfactual Debiasing for Visual Question Answering WACV 2022 Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists ACL 2022 Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals WACV 2022 Evaluating and Mitigating Inherent Linguistic Bias of African American English through Inference COLING 2022 Fair and Argumentative Language Modeling for Computational Argumentation ACL 2022