Fairness

On the Interpretability and Significance of Bias Metrics in Texts: a PMI-based Approach ACL 2023 On the Robustness of Removal-Based Feature Attributions NeurIPS 2023 On the Strategyproofness of the Geometric Median AISTATS 2023 On the Within-Group Fairness of Screening Classifiers ICML 2023 On Tilted Losses in Machine Learning: Theory and Applications JMLR 2023 Optimal and Fair Encouragement Policy Evaluation and Learning NeurIPS 2023 Overcoming Language Priors for Visual Question Answering via Loss Rebalancing Label and Global Context UAI 2023 Overcoming Simplicity Bias in Deep Networks using a Feature Sieve ICML 2023 Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability CVPR 2023 Overwriting Pretrained Bias with Finetuning Data ICCV 2023 Parameter-efficient Modularised Bias Mitigation via AdapterFusion EACL 2023 Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set JMLR 2023 Participatory Budgeting: Data, Tools and Analysis IJCAI 2023 Partition-And-Debias: Agnostic Biases Mitigation via a Mixture of Biases-Specific Experts ICCV 2023 PEFTDebias : Capturing debiasing information using PEFTs EMNLP 2023 People Taking Photos That Faces Never Share: Privacy Protection and Fairness Enhancement from Camera to User AAAI 2023 Performance and Risk Trade-offs for Multi-word Text Prediction at Scale EACL 2023 Performance Disparities between Accents in Automatic Speech Recognition (Student Abstract) AAAI 2023 ‘Person’ == Light-skinned, Western Man, and Sexualization of Women of Color: Stereotypes in Stable Diffusion EMNLP 2023 Physics Guided Neural Networks for Time-Aware Fairness: An Application in Crop Yield Prediction AAAI 2023 Popularizing Fairness: Group Fairness and Individual Welfare AAAI 2023 Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition EMNLP 2023 Probabilistic Concept Bottleneck Models ICML 2023 Probabilistic Debiasing of Scene Graphs CVPR 2023 Probably Approximate Shapley Fairness with Applications in Machine Learning AAAI 2023