Ph.D. candidate in Ingegneria Informatica E Dei Sistemi , 40th cycle (2024-2027)
Department of Control and Computer Engineering (DAUIN)
Docente esterno e/o collaboratore didattico
Department of Control and Computer Engineering (DAUIN)
Ospite / Studente in missione
Department of Control and Computer Engineering (DAUIN)
Profile
PhD
Research topic
Machine Unlearning
Tutors
Research interests
Biography
- Bachelor’s degree in Computer Engineering @ PoliTO
- Master’s Degree in Data Science and Engineering @ PoliTO
- Team Leader of the team MALTO (MAchine Learning @ PoliTO)
- Master Thesis: “Bad Teaching in Machine Unlearning with Similarity-based Sampling”
- PhD student @DAUIN in the DBDMG group
- Supervisor: Prof.ssa Elena Maria BARALIS
- Co-Supervisor: Dr. Flavio GIOBERGIA
- PhD Main Topic: Machine Unlearning:
- Remove the influence of selected information from a model’s training.
- Applicable to various model types (e.g., neural networks, transformers, decision trees) and data modalities (e.g., text, images, audio).
- There are many reasons for Machine Unlearning, like complying with new AI regulations (such as GDPR or AI Act), recovery of attacked models, removing biases, copyright claims…
- Other topics of interest: Large Language Models, Explainable AI
Teaching
Teachings
Master of Science
- Business intelligence per big data. A.A. 2024/25, INGEGNERIA GESTIONALE. Collaboratore del corso
- Distributed architectures for big data processing and analytics. A.A. 2024/25, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
Research
Research groups
Publications
Latest publications View all publications in Porto@Iris
- Bertetto, Lorenzo; Bettinelli, Francesca; Buda, Alessio; Da Mommio, Marco; DI BARI, ... (2024)
Towards an Explorable Conceptual Map of Large Language Models. In: 36th International Conference on Advanced Information Systems Engineering, CAiSE 2024, Limassol (CYP), June 3–7, 2024, pp. 82-90. ISSN 1865-1348. ISBN: 9783031609992
Contributo in Atti di Convegno (Proceeding) - Savelli, Claudio; Giobergia, Flavio (2024)
Enhancing Cross-Lingual Word Embeddings: Aligned Subword Vectors for Out-of-Vocabulary Terms in fastText. In: 2024 IEEE 18th International Conference on Application of Information and Communication Technologies (AICT), Turin (ITA), 25-27 September 2024. ISBN: 979-8-3503-8753-7
Contributo in Atti di Convegno (Proceeding) - Borra, Federico; Savelli, Claudio; Rosso, Giacomo; Koudounas, Alkis; Giobergia, Flavio (2024)
MALTO at SemEval-2024 Task 6: Leveraging Synthetic Data for LLM Hallucination Detection. In: 18th International Workshop on Semantic Evaluation (SemEval-2024), Mexico City (MEX), 20-21 June, 2024, pp. 1678-1684
Contributo in Atti di Convegno (Proceeding)