ALBERTO CARLO MARIA MANCINO

PhD Student

PhD program:: XXXVII
email: albertocarlo.mancino@uniroma1.it
building: Politecnico di Bari (presso il Sisinflab)

supervisor: Tommaso Di Noia
co-supervisor: Eugenio Di Sciascio

Research: Towards Differentially Private Machine Learning Models and their Robustness To Adversaries

Alberto Carlo Maria Mancino is a Ph.D. student for the National Ph.D. in Artificial Intelligence at the Polytechnic University of Bari. His research activities are mainly devoted to the study of Differential Privacy techniques in Recommender Systems. In particular, his studies focus on the analysis of knowledge-aware recommender systems, privacy-aware data release techniques with differential privacy, and the analysis of the interaction between differential privacy and adversarial training.

Research products

11573/1726404 - 2024 - KGUF: Simple Knowledge-Aware Graph-Based Recommender with User-Based Semantic Features Filtering

Bufi, Salvatore; Mancino, Alberto Carlo Maria; Ferrara, Antonio; Malitesta, Daniele; Di Noia, Tommaso; Di Sciascio, Eugenio - 04b Atto di convegno in volume

conference: First International Workshop, IRonGraphs 2024 (Glasgow; Scotland)

book: Advances on Graph-Based Approaches in Information Retrieval. First International Workshop, IRonGraphs 2024, Glasgow, UK, March 24, 2024. Proceedings - (978-3-031-71381-1; 978-3-031-71382-8)

11573/1726402 - 2024 - A Novel Evaluation Perspective on GNNs-based Recommender Systems through the Topology of the User-Item Graph

Malitesta, Daniele; Pomo, Claudio; Anelli, Vito Walter; Mancino, Alberto Carlo Maria; Di Noia, Tommaso; Di Sciascio, Eugenio - 04b Atto di convegno in volume

conference: ACM International Conference on Recommender Systems (Bari; Italy)

book: RecSys '24: Proceedings of the 18th ACM Conference on Recommender Systems - (979-8-4007-0505-2)

11573/1690627 - 2023 - Denoise to Protect: A Method to Robustify Visual Recommenders from Adversaries

Antonio Merra, Felice; Walter Anelli, Vito; Di Noia, Tommaso; Malitesta, Daniele; Mancino, Alberto Carlo Maria - 04b Atto di convegno in volume

conference: ACM International Conference on Research and Development in Information Retrieval (Taipei; Taiwan)

book: SIGIR '23: Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval - (9781450394086)

11573/1690629 - 2023 - KGFlex: Efficient Recommendation with Sparse Feature Factorization and Knowledge Graphs

Ferrara, Antonio; Anelli, Vito Walter; Mancino, Alberto Carlo Maria; Noia, Tommaso Di; Sciascio, Eugenio Di - 01a Articolo in rivista

paper: ACM TRANSACTIONS ON RECOMMENDER SYSTEMS (New York New York: Association for Computing Machinery (ACM), 2022-) pp. 1-30 - issn: 2770-6699 - wos: (0) - scopus: (0)

11573/1690628 - 2023 - KGTORe: Tailored Recommendations through Knowledge-aware GNN Models

Mancino, Alberto Carlo Maria; Ferrara, Antonio; Bufi, Salvatore; Malitesta, Daniele; Di Noia, Tommaso; Di Sciascio, Eugenio - 04b Atto di convegno in volume

conference: 17th ACM Conference on Recommender Systems, RecSys 2023 (Singapore; Singapore)

book: RecSys '23: Proceedings of the 17th ACM Conference on Recommender Systems - (9798400702419)

11573/1671647 - 2022 - Towards Differentially Private Machine Learning Models and Their Robustness to Adversaries

Mancino, Alberto Carlo Maria; Di Noia, Tommaso - 04b Atto di convegno in volume

conference: 22nd International Conference on Web Engineering, ICWE 2022 (Bari, Italy)

book: Lecture Notes in Computer Science, vol 13362 - (9783031099168)

11573/1671656 - 2022 - Addressing Privacy in Recommender Systems with Federated Learning

Walter Anelli, Vito; Di Noia, Tommaso; Di Sciascio, Eugenio; Ferrara, Antonio; Mancino, Alberto Carlo Maria - 04d Abstract in atti di convegno

conference: 12th Italian Information Retrieval Workshop 2022, IIR 2022 (Milan, Italy)

book: Proceedings of the 12th Italian Information Retrieval Workshop 2022 - ()

11573/1671660 - 2022 - Inferring User Decision-Making Processes in Recommender Systems with Knowledge Graphs

Walter Anelli, Vito; Di Noia, Tommaso; Di Sciascio, Eugenio; Ferrara, Antonio; Mancino, Alberto Carlo Maria - 04d Abstract in atti di convegno

conference: 30th Italian Symposium on Advanced Database Systems, SEBD 2022 (Tirrenia(PI), Italy)

book: Proceedings of the 30th Italian Symposium on Advanced Database Systems - ()

11573/1623318 - 2021 - Sparse Feature Factorization for Recommender Systems with Knowledge Graphs

Walter Anelli, Vito; Di Noia, Tommaso; Di Sciascio, Eugenio; Ferrara, Antonio; Mancino, Alberto Carlo Maria - 04b Atto di convegno in volume

conference: ACM Conference on Recommender Systems (Amsterdam; The Netherlands)

book: RecSys '21: Proceedings of the 15th ACM Conference on Recommender Systems - (978-1-4503-8458-2)

11573/1671638 - 2021 - Sparse Embeddings for Recommender Systems with Knowledge Graphs

Walter Anelli, Vito; Di Noia, Tommaso; Di Sciascio, Eugenio; Ferrara, Antonio; Mancino, Alberto Carlo Maria - 04d Abstract in atti di convegno

conference: 11th Italian Information Retrieval Workshop, IIR 2021 (Bari, Italy)

book: Proceedings of the 11th Italian Information Retrieval Workshop 2021 - ()