← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

Fair Text Classification with Wasserstein Independence EMNLP 2023
Overwriting Pretrained Bias with Finetuning Data ICCV 2023
Better May Not Be Fairer: A Study on Subgroup Discrepancy in Image Classification ICCV 2023
MMD-B-Fair: Learning Fair Representations with Statistical Testing AISTATS 2023
A Multidimensional Analysis of Social Biases in Vision Transformers ICCV 2023
StereoMap: Quantifying the Awareness of Human-like Stereotypes in Large Language Models EMNLP 2023
Fair Short Paths in Vertex-Colored Graphs AAAI 2023
Algorithmics of Egalitarian versus Equitable Sequences of Committees IJCAI 2023
Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions ACL 2023
Incentivizing Recourse through Auditing in Strategic Classification IJCAI 2023
Towards Fairness-aware Adversarial Network Pruning ICCV 2023
Learning to Generate an Unbiased Scene Graph by Using Attribute-Guided Predicate Features AAAI 2023
DeepGemini: Verifying Dependency Fairness for Deep Neural Network AAAI 2023
FairPrism: Evaluating Fairness-Related Harms in Text Generation ACL 2023
From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models ACL 2023
Gender Artifacts in Visual Datasets ICCV 2023
Equity Promotion in Public Transportation AAAI 2023
Accurate Fairness: Improving Individual Fairness without Trading Accuracy AAAI 2023
Fair learning with Wasserstein barycenters for non-decomposable performance measures AISTATS 2023
Explaining Model Confidence Using Counterfactuals AAAI 2023
Censored Fairness through Awareness AAAI 2023
Fairness and Explainability: Bridging the Gap towards Fair Model Explanations AAAI 2023
Demographic Parity Constrained Minimax Optimal Regression under Linear Model NIPS 2023
AI for Equitable, Data-Driven Decisions in Public Health AAAI 2023
Towards Detecting Harmful Agendas in News Articles ACL 2023