Fairness

A Systematic Study of Performance Disparities in Multilingual Task-Oriented Dialogue Systems EMNLP 2023 A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine Translation EMNLP 2023 A Training-Free Debiasing Framework with Counterfactual Reasoning for Conversational Emotion Detection EMNLP 2023 Attribution-based Explanations that Provide Recourse Cannot be Robust JMLR 2023 AUC Maximization in Imbalanced Lifelong Learning UAI 2023 Auditing Fairness by Betting NeurIPS 2023 A Unified Algebraic Perspective on Lipschitz Neural Networks ICLR 2023 A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective Learning NeurIPS 2023 Automated Ableism: An Exploration of Explicit Disability Biases in Sentiment and Toxicity Analysis Models ACL 2023 A View From Somewhere: Human-Centric Face Representations ICLR 2023 Avoiding spurious correlations via logit correction ICLR 2023 A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others CVPR 2023 Being Right for Whose Right Reasons? ACL 2023 Benchmarking Algorithmic Bias in Face Recognition: An Experimental Approach Using Synthetic Faces and Human Evaluation ICCV 2023 Better May Not Be Fairer: A Study on Subgroup Discrepancy in Image Classification ICCV 2023 Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color ICCV 2023 Beyond the AI hype: Balancing Innovation and Social Responsibility Interspeech 2023 BiasAdv: Bias-Adversarial Augmentation for Model Debiasing CVPR 2023 Bias assessment for experts in discrimination, not in computer science EACL 2023 BiasBed - Rigorous Texture Bias Evaluation CVPR 2023 Bias Beyond English: Counterfactual Tests for Bias in Sentiment Analysis in Four Languages ACL 2023 Bias-Eliminating Augmentation Learning for Debiased Federated Learning CVPR 2023 Bias in Evaluation Processes: An Optimization-Based Model NeurIPS 2023 Bias in Pruned Vision Models: In-Depth Analysis and Countermeasures CVPR 2023 Bias Mimicking: A Simple Sampling Approach for Bias Mitigation CVPR 2023