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Fairness

3337 directly classified papers

Papers per year

Papers

NLPositionality: Characterizing Design Biases of Datasets and Models ACL 2023
Faster Fair Machine via Transferring Fairness Constraints to Virtual Samples AAAI 2023
Fair Short Paths in Vertex-Colored Graphs AAAI 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data NIPS 2023
Taxonomizing and Measuring Representational Harms: A Look at Image Tagging AAAI 2023
Improved Maximin Guarantees for Subadditive and Fractionally Subadditive Fair Allocation Problem AAAI 2022
Fair and Truthful Giveaway Lotteries AAAI 2022
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold ACL 2022
Deep Representation Debiasing via Mutual Information Minimization and Maximization (Student Abstract) AAAI 2022
Has CEO Gender Bias Really Been Fixed? Adversarial Attacking and Improving Gender Fairness in Image Search AAAI 2022
Participatory Machine Learning Models in Feminicide News Alert Detection AAAI 2022
CrossWalk: Fairness-Enhanced Node Representation Learning AAAI 2022
Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings AAAI 2022
Unmasking the Mask – Evaluating Social Biases in Masked Language Models AAAI 2022
Fair Conformal Predictors for Applications in Medical Imaging AAAI 2022
Expert-Informed, User-Centric Explanations for Machine Learning AAAI 2022
Explainable Planner Selection for Classical Planning AAAI 2022
Entropy-Based Logic Explanations of Neural Networks AAAI 2022
Adversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation AAAI 2022
Sense Embeddings are also Biased – Evaluating Social Biases in Static and Contextualised Sense Embeddings ACL 2022
Interpreting Gender Bias in Neural Machine Translation: Multilingual Architecture Matters AAAI 2022
Explainable Shapley-Based Allocation (Student Abstract) AAAI 2022
Local Justice and the Algorithmic Allocation of Scarce Societal Resources AAAI 2022
Longitudinal Fairness with Censorship AAAI 2022
Gradual (In)Compatibility of Fairness Criteria AAAI 2022