Fairness

An Empirical Analysis of Parameter-Efficient Methods for Debiasing Pre-Trained Language Models ACL 2023 An Empirical Study of Metrics to Measure Representational Harms in Pre-Trained Language Models ACL 2023 Are Fairy Tales Fair? Analyzing Gender Bias in Temporal Narrative Event Chains of Children’s Fairy Tales ACL 2023 Are Personalized Stochastic Parrots More Dangerous? Evaluating Persona Biases in Dialogue Systems EMNLP 2023 Assessing Political Inclination of Bangla Language Models EMNLP 2023 A Training-Free Debiasing Framework with Counterfactual Reasoning for Conversational Emotion Detection EMNLP 2023 Automated Ableism: An Exploration of Explicit Disability Biases in Sentiment and Toxicity Analysis Models ACL 2023 Beyond Denouncing Hate: Strategies for Countering Implied Biases and Stereotypes in Language EMNLP 2023 Bias-Eliminating Augmentation Learning for Debiased Federated Learning CVPR 2023 Bias in Pruned Vision Models: In-Depth Analysis and Countermeasures CVPR 2023 Bias Mimicking: A Simple Sampling Approach for Bias Mitigation CVPR 2023 BiasX: “Thinking Slow” in Toxic Content Moderation with Explanations of Implied Social Biases EMNLP 2023 Can a Prediction’s Rank Offer a More Accurate Quantification of Bias? A Case Study Measuring Sexism in Debiased Language Models AACL 2023 Can We Trust Fair-AI? AAAI 2023 Causal Context Connects Counterfactual Fairness to Robust Prediction and Group Fairness NeurIPS 2023 CertiFair: A Framework for Certified Global Fairness of Neural Networks AAAI 2023 CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation ACL 2023 Characterization of Stigmatizing Language in Medical Records ACL 2023 CHBias: Bias Evaluation and Mitigation of Chinese Conversational Language Models ACL 2023 Co2PT: Mitigating Bias in Pre-trained Language Models through Counterfactual Contrastive Prompt Tuning EMNLP 2023 COBRA Frames: Contextual Reasoning about Effects and Harms of Offensive Statements ACL 2023 Combining Adversaries with Anti-adversaries in Training AAAI 2023 Confidential-PROFITT: Confidential PROof of FaIr Training of Trees ICLR 2023 Cookie Consent Has Disparate Impact on Estimation Accuracy NeurIPS 2023 Correct for Whom? Subjectivity and the Evaluation of Personalized Image Aesthetics Assessment Models AAAI 2023