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Fairness

3337 directly classified papers

Papers per year

Papers

Discovering and Mitigating Indirect Bias in Attention-Based Model Explanations NAACL 2024
ConStat: Performance-Based Contamination Detection in Large Language Models NIPS 2024
Fairness without Harm: An Influence-Guided Active Sampling Approach NIPS 2024
Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks NIPS 2024
TagDebias: Entity and Concept Tagging for Social Bias Mitigation in Pretrained Language Models NAACL 2024
SocREval: Large Language Models with the Socratic Method for Reference-free Reasoning Evaluation NAACL 2024
From Representational Harms to Quality-of-Service Harms: A Case Study on Llama 2 Safety Safeguards ACL 2024
A Unified Framework and Dataset for Assessing Societal Bias in Vision-Language Models EMNLP 2024
Beyond Performance: Quantifying and Mitigating Label Bias in LLMs NAACL 2024
Achieving Group Distributional Robustness and Minimax Group Fairness with Interpolating Classifiers AISTATS 2024
Generalizable Multilingual Hate Speech Detection on Low Resource Indian Languages using Fair Selection in Federated Learning NAACL 2024
Interactive Human-Centric Bias Mitigation AAAI 2024
Identifying, Mitigating, and Anticipating Bias in Algorithmic Decisions AAAI 2024
A Contrastive Learning Approach to Mitigate Bias in Speech Models INTERSPEECH 2024
Fostering Trustworthiness in Machine Learning Algorithms AAAI 2024
Fair Multivariate Adaptive Regression Splines for Ensuring Equity and Transparency AAAI 2024
Algorithmic Fairness in Distribution of Resources and Tasks IJCAI 2024
When is Multicalibration Post-Processing Necessary? NIPS 2024
Disentangling Dialect from Social Bias via Multitask Learning to Improve Fairness ACL 2024
Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty NIPS 2024
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes EMNLP 2024
LJPCheck: Functional Tests for Legal Judgment Prediction ACL 2024
Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification AAAI 2024
SeeGULL Multilingual: a Dataset of Geo-Culturally Situated Stereotypes ACL 2024
GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction ACL 2024