Fairness

Regression under demographic parity constraints via unlabeled post-processing NeurIPS 2024 Repeated Fair Allocation of Indivisible Items AAAI 2024 REQUAL-LM: Reliability and Equity through Aggregation in Large Language Models NAACL 2024 Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes EMNLP 2024 Resource Democratization: Is Compute the Binding Constraint on AI Research? AAAI 2024 Revealing Confounding Biases: A Novel Benchmarking Approach for Aggregate-Level Performance Metrics in Health Assessments Interspeech 2024 Revealing User Familiarity Bias in Task-Oriented Dialogue via Interactive Evaluation ACL 2024 Revisiting Annotation of Online Gender-Based Violence COLING 2024 Revisiting the Classics: A Study on Identifying and Rectifying Gender Stereotypes in Rhymes and Poems COLING 2024 Revisiting the Robustness of Watermarking to Paraphrasing Attacks EMNLP 2024 Robust Counterfactual Explanations in Machine Learning: A Survey IJCAI 2024 Robust Sparse Voting AISTATS 2024 RuBia: A Russian Language Bias Detection Dataset COLING 2024 SafeAR: Safe Algorithmic Recourse by Risk-Aware Policies AAAI 2024 SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation ICLR 2024 Scalable Algorithms for Individual Preference Stable Clustering AISTATS 2024 SeeGULL Multilingual: a Dataset of Geo-Culturally Situated Stereotypes ACL 2024 Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models EMNLP 2024 Selective Mixup Fine-Tuning for Optimizing Non-Decomposable Objectives ICLR 2024 Self-supervised Speech Representations Still Struggle with African American Vernacular English Interspeech 2024 Semi-supervised Group DRO: Combating Sparsity with Unlabeled Data ALT 2024 Sensitivity, Performance, Robustness: Deconstructing the Effect of Sociodemographic Prompting EACL 2024 SHIELD: Evaluation and Defense Strategies for Copyright Compliance in LLM Text Generation EMNLP 2024 Should We Really Edit Language Models? On the Evaluation of Edited Language Models NeurIPS 2024 SimFair: Physics-Guided Fairness-Aware Learning with Simulation Models AAAI 2024