Consumer fairness in recommender systems: Contextualizing definitions and mitigations L Boratto, G Fenu, M Marras, G Medda European Conference on Information Retrieval, 552-566, 2022 | 32 | 2022 |
Improving fairness in speaker recognition G Fenu, G Medda, M Marras, G Meloni Proceedings of the 2020 European Symposium on Software Engineering, 129-136, 2020 | 24 | 2020 |
Fair voice biometrics: Impact of demographic imbalance on group fairness in speaker recognition G Fenu, M Marras, G Medda, G Meloni Interspeech, 1892-1896, 2021 | 22 | 2021 |
Practical perspectives of consumer fairness in recommendation L Boratto, G Fenu, M Marras, G Medda Information Processing & Management 60 (2), 103208, 2023 | 12 | 2023 |
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual Reasoning G Medda, F Fabbri, M Marras, L Boratto, G Fenu arXiv preprint arXiv:2304.06182, 2023 | 5 | 2023 |
Causal reasoning for algorithmic fairness in voice controlled cyber-physical systems G Fenu, M Marras, G Medda, G Meloni Pattern Recognition Letters 168, 131-137, 2023 | 5 | 2023 |
Counterfactual graph augmentation for consumer unfairness mitigation in recommender systems L Boratto, F Fabbri, G Fenu, M Marras, G Medda Proceedings of the 32nd ACM International Conference on Information and …, 2023 | 4 | 2023 |
How do you feel? information retrieval in psychotherapy and fair ranking assessment V Kumar, G Medda, DR Recupero, D Riboni, R Helaoui, G Fenu International Workshop on Algorithmic Bias in Search and Recommendation, 119-133, 2023 | 2 | 2023 |
Consumer fairness benchmark in recommendation L Boratto, G Fenu, M Marras, G Medda CEUR WORKSHOP PROCEEDINGS 3448, 60-65, 2023 | 2 | 2023 |
Robustness in fairness against edge-level perturbations in gnn-based recommendation L Boratto, F Fabbri, G Fenu, M Marras, G Medda European Conference on Information Retrieval, 38-55, 2024 | 1 | 2024 |
First International Workshop on Graph-Based Approaches in Information Retrieval (IRonGraphs 2024) L Boratto, D Malitesta, M Marras, G Medda, C Musto, E Purificato European Conference on Information Retrieval, 415-421, 2024 | | 2024 |
Unfairness Assessment, Explanation and Mitigation in Machine Learning Models for Personalization G Medda Università degli Studi di Cagliari, 2024 | | 2024 |
Explaining Unfairness in GNN-based Recommendation L Boratto, F Fabbri, G Fenu, M Marras, G Medda The Second Learning on Graphs Conference, 2023 | | 2023 |
Guaranteeing Privacy and Fairness in Personalized Systems G Medda THE 1ST EARLY CAREER RESEARCHERS WORKSHOP COLLOCATED WITH ECCS 2021, 66, 2021 | | 2021 |