Benchmarking and survey of explanation methods for black box models F Bodria, F Giannotti, R Guidotti, F Naretto, D Pedreschi, S Rinzivillo Data Mining and Knowledge Discovery 37 (5), 1719-1778, 2023 | 278 | 2023 |
Stable and actionable explanations of black-box models through factual and counterfactual rules R Guidotti, A Monreale, S Ruggieri, F Naretto, F Turini, D Pedreschi, ... Data Mining and Knowledge Discovery 38 (5), 2825-2862, 2024 | 27 | 2024 |
Evaluating the privacy exposure of interpretable global explainers F Naretto, A Monreale, F Giannotti 2022 IEEE 4th International Conference on Cognitive Machine Intelligence …, 2022 | 9 | 2022 |
Prediction and explanation of privacy risk on mobility data with neural networks F Naretto, R Pellungrini, FM Nardini, F Giannotti ECML PKDD 2020 Workshops: Workshops of the European Conference on Machine …, 2020 | 9 | 2020 |
A new approach for cross-silo federated learning and its privacy risks M Fontana, F Naretto, A Monreale 2021 18th International Conference on Privacy, Security and Trust (PST), 1-10, 2021 | 8 | 2021 |
Predicting and explaining privacy risk exposure in mobility data F Naretto, R Pellungrini, A Monreale, FM Nardini, M Musolesi International Conference on Discovery Science, 403-418, 2020 | 8 | 2020 |
EXPHLOT: EXplainable Privacy Assessment for Human LOcation Trajectories F Naretto, R Pellungrini, S Rinzivillo, D Fadda International Conference on Discovery Science, 325-340, 2023 | 5 | 2023 |
Monitoring fairness in HOLDA M Fontana, F Naretto, A Monreale, F Giannotti HHAI2022: Augmenting Human Intellect, 246-248, 2022 | 5 | 2022 |
Benchmarking and survey of explanation methods for black box models, arXiv F Bodria, F Giannotti, R Guidotti, F Naretto, D Pedreschi, S Rinzivillo arXiv preprint arXiv:2102.13076, 2021 | 5 | 2021 |
Benchmarking and survey of explanation methods for black box models (2021) F Bodria, F Giannotti, R Guidotti, F Naretto, D Pedreschi, S Rinzivillo arXiv preprint arXiv:2102.13076, 2021 | 5 | 2021 |
Privacy risk assessment of individual psychometric profiles G Mariani, A Monreale, F Naretto Discovery Science: 24th International Conference, DS 2021, Halifax, NS …, 2021 | 4 | 2021 |
Agnostic label-only membership inference attack A Monreale, F Naretto, S Rizzo International Conference on Network and System Security, 249-264, 2023 | 3 | 2023 |
Explainable for Trustworthy AI F Giannotti, F Naretto, F Bodria Human-Centered Artificial Intelligence: Advanced Lectures 13500, 175, 2023 | 3 | 2023 |
Explainable for Trustworthy AI F Giannotti, F Naretto, F Bodria ECCAI Advanced Course on Artificial Intelligence, 175-195, 2021 | 3 | 2021 |
Benchmark Analysis of Black Box Local Explanation Methods. F Naretto, F Bodria, F Giannotti, D Pedreschi XAI. it@ AI* IA, 73-87, 2022 | 2 | 2022 |
Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022 … I Koprinska, P Mignone, R Guidotti, S Jaroszewicz, H Fröning, F Gullo, ... Springer Nature, 2023 | 1 | 2023 |
Privacy risk of global explainers F Naretto, A Monreale, F Giannotti HHAI2022: Augmenting Human Intellect, 249-251, 2022 | 1 | 2022 |
Analyzing and explaining privacy risks on time series data: ongoing work and challenges T Allard, H Asghar, G Avoine, C Bobineau, P Cauchois, E Fromont, ... ACM SIGKDD Explorations Newsletter 26 (1), 49-58, 2024 | | 2024 |
GLOR-FLEX: Local to Global Rule-Based EXplanations for Federated Learning R Haffar, F Naretto, D Sánchez, A Monreale, J Domingo-Ferrer 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 1-9, 2024 | | 2024 |
SIGKDD explorations H Tian, R Zafarani, W Shiao, EE Papalexakis, AA Freitas, Z Chu, Z Wang, ... | | 2024 |