| 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 | 46 | 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 | 37 | 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 | 32 | 2021 |
| Practical perspectives of consumer fairness in recommendation L Boratto, G Fenu, M Marras, G Medda Information Processing & Management 60 (2), 103208, 2023 | 27 | 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 | 23 | 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 | 20 | 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 | 12 | 2024 |
| Fair augmentation for graph collaborative filtering L Boratto, F Fabbri, G Fenu, M Marras, G Medda Proceedings of the 18th ACM Conference on Recommender Systems, 158-168, 2024 | 9 | 2024 |
| Unlocking llms: Addressing scarce data and bias challenges in mental health V Kumar, E Ntoutsi, PS Rajawat, G Medda, DR Recupero arXiv preprint arXiv:2412.12981, 2024 | 7 | 2024 |
| 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 | 6 | 2023 |
| How Fair is Your Diffusion Recommender Model? D Malitesta, G Medda, E Purificato, M Marras, F Malliaros, L Boratto Proceedings of the Nineteenth ACM Conference on Recommender Systems, 1199-1205, 2025 | 5 | 2025 |
| 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 | 4 | 2023 |
| Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health and Therapeutic Counselling V Kumar, PS Rajwat, G Medda, E Ntoutsi, DR Recupero Proceedings of the First International Conference on Natural Language …, 2024 | 3 | 2024 |
| Explaining unfairness in gnn-based recommendation L Boratto, F Fabbri, G Fenu, M Marras, G Medda The second learning on graphs conference, 2023 | 3 | 2023 |
| Consumer fairness benchmark in recommendation L Boratto, G Fenu, M Marras, G Medda CEUR WORKSHOP PROCEEDINGS 3448, 60-65, 2023 | 3 | 2023 |
| Knowledge Data Modeling in Food Recommendation: A Case Study on Nutritional Values G Balloccu, L Boratto, G Fenu, M Marras, G Medda, G Murgia International Workshop on Recommender Systems for Sustainability and Social …, 2024 | 2 | 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 | 2 | 2024 |
| Unfairness Assessment, Explanation and Mitigation in Machine Learning Models for Personalization G Medda Università degli Studi di Cagliari, 2024 | 1 | 2024 |
| Comprehensive Assessment of Robustness in Fairness of GNN-based Recommender Systems against Attacks L Boratto, F Fabbri, G Fenu, M Marras, G Medda CEUR WORKSHOP PROCEEDINGS 3802, 62-65, 2024 | 1 | 2024 |
| hopwise: A Python Library for Explainable Recommendation based on Path Reasoning over Knowledge Graphs L Boratto, G Fenu, M Marras, G Medda, A Soccol Proceedings of the 34th ACM International Conference on Information and …, 2025 | | 2025 |
Mirko MarrasTenure-Track Assistant Professor of Deep Learning, University of CagliariVerified email at unica.it
