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Fairness

796 directly classified papers

Papers per year

Papers

FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting AAAI 2024
Leveraging Diffusion Perturbations for Measuring Fairness in Computer Vision AAAI 2024
Reconciling Predictive and Statistical Parity: A Causal Approach AAAI 2024
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes EMNLP 2024
An Information-Flow Perspective on Algorithmic Fairness AAAI 2024
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints AAAI 2024
FairWASP: Fast and Optimal Fair Wasserstein Pre-processing AAAI 2024
Unlabeled Debiasing in Downstream Tasks via Class-wise Low Variance Regularization EMNLP 2024
Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution AAAI 2024
Quality-Diversity Generative Sampling for Learning with Synthetic Data AAAI 2024
ImageCaptioner2: Image Captioner for Image Captioning Bias Amplification Assessment AAAI 2024
Fairness in Submodular Maximization over a Matroid Constraint AISTATS 2024
“You Gotta be a Doctor, Lin” : An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations EMNLP 2024
Modeling Gender and Dialect Bias in Automatic Speech Recognition EMNLP 2024
Robust Sparse Voting AISTATS 2024
Reinforcement Learning with Stepwise Fairness Constraints AISTATS 2023
An Empirical Study of Metrics to Measure Representational Harms in Pre-Trained Language Models ACL 2023
Fair-CDA: Continuous and Directional Augmentation for Group Fairness AAAI 2023
Does BERT Exacerbate Gender or L1 Biases in Automated English Speaking Assessment? ACL 2023
When Do Annotator Demographics Matter? Measuring the Influence of Annotator Demographics with the POPQUORN Dataset ACL 2023
Doubly Fair Dynamic Pricing AISTATS 2023
Automated Ableism: An Exploration of Explicit Disability Biases in Sentiment and Toxicity Analysis Models ACL 2023
Distributionally Robust Optimization with Probabilistic Group AAAI 2023
Stubborn Lexical Bias in Data and Models ACL 2023
A Simple, Yet Effective Approach to Finding Biases in Code Generation ACL 2023