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Fairness

3337 directly classified papers

Papers per year

Papers

Modeling Gender and Dialect Bias in Automatic Speech Recognition EMNLP 2024
Twists, Humps, and Pebbles: Multilingual Speech Recognition Models Exhibit Gender Performance Gaps EMNLP 2024
Soft-Label Integration for Robust Toxicity Classification NIPS 2024
What is lost in Normalization? Exploring Pitfalls in Multilingual ASR Model Evaluations EMNLP 2024
B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable NIPS 2024
Unintended Impacts of LLM Alignment on Global Representation ACL 2024
Unified Concept Editing in Diffusion Models WACV 2024
A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness JMLR 2024
A Scalable Algorithm for Individually Fair k-Means Clustering AISTATS 2024
Consistent Multiclass Algorithms for Complex Metrics and Constraints JMLR 2024
ClusterFix: A Cluster-Based Debiasing Approach Without Protected-Group Supervision WACV 2024
Disentangling Length from Quality in Direct Preference Optimization ACL 2024
Debiasing Evaluations That Are Biased by Evaluations JMLR 2024
Enhancing Distributional Stability among Sub-populations AISTATS 2024
Fairness guarantees in multi-class classification with demographic parity JMLR 2024
FairJob: A Real-World Dataset for Fairness in Online Systems NIPS 2024
Do Counterfactually Fair Image Classifiers Satisfy Group Fairness? -- A Theoretical and Empirical Study NIPS 2024
On the Vulnerability of Fairness Constrained Learning to Malicious Noise AISTATS 2024
On the Fly Neural Style Smoothing for Risk-Averse Domain Generalization WACV 2024
Evaluating Large Language Model Biases in Persona-Steered Generation ACL 2024
SeeGULL Multilingual: a Dataset of Geo-Culturally Situated Stereotypes ACL 2024
Imposing Fairness Constraints in Synthetic Data Generation AISTATS 2024
Counterfactual Fairness by Combining Factual and Counterfactual Predictions NIPS 2024
BendVLM: Test-Time Debiasing of Vision-Language Embeddings NIPS 2024
Overview of PerspectiveArg2024 The First Shared Task on Perspective Argument Retrieval ACL 2024