← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

Towards Label Position Bias in Graph Neural Networks NIPS 2023
Collaborative Causal Inference with Fair Incentives ICML 2023
On the Impact of Algorithmic Recourse on Social Segregation ICML 2023
Trade-Offs Between Fairness and Privacy in Language Modeling ACL 2023
A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective Learning NIPS 2023
Debiasing Pretrained Generative Models by Uniformly Sampling Semantic Attributes NIPS 2023
Group Robust Classification Without Any Group Information NIPS 2023
No-regret Algorithms for Fair Resource Allocation NIPS 2023
Adapting Fairness Interventions to Missing Values NIPS 2023
Shapley Based Residual Decomposition for Instance Analysis ICML 2023
Discover and Cure: Concept-aware Mitigation of Spurious Correlation ICML 2023
DLAMA: A Framework for Curating Culturally Diverse Facts for Probing the Knowledge of Pretrained Language Models ACL 2023
Generalized Logit Adjustment: Calibrating Fine-tuned Models by Removing Label Bias in Foundation Models NIPS 2023
Overcoming Simplicity Bias in Deep Networks using a Feature Sieve ICML 2023
Data Feedback Loops: Model-driven Amplification of Dataset Biases ICML 2023
Gender-tuning: Empowering Fine-tuning for Debiasing Pre-trained Language Models ACL 2023
Contextual Reliability: When Different Features Matter in Different Contexts ICML 2023
Group Fairness in Peer Review NIPS 2023
Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement NIPS 2023
In-Context Impersonation Reveals Large Language Models' Strengths and Biases NIPS 2023
Debiasing should be Good and Bad: Measuring the Consistency of Debiasing Techniques in Language Models ACL 2023
Online Certification of Preference-Based Fairness for Personalized Recommender Systems (Extended Abstract) IJCAI 2023
Bias Beyond English: Counterfactual Tests for Bias in Sentiment Analysis in Four Languages ACL 2023
Specifying and Testing k-Safety Properties for Machine-Learning Models IJCAI 2023
Fairness and Representation in Satellite-Based Poverty Maps: Evidence of Urban-Rural Disparities and Their Impacts on Downstream Policy IJCAI 2023