Davide Napolitano

Thesis title

Advancing Deep Learning Across Modalities: From Explainability to Multimodal Content Understanding

Research topic

Neural Explainers and Multimodal Learning

Tutors

• Luca Cagliero
• Silvia Anna Chiusano

Research presentation

Poster

Master of Science

• Data Science and Database Technology. A.A. 2025/26, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data Science and Database Technology. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data Science e Tecnologie per le Basi di Dati. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data Science e Tecnologie per le Basi di Dati. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data Science and Database Technology. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Challenge@PoliTo by Firms - Enertech. A.A. 2022/23, INGEGNERIA GESTIONALE (ENGINEERING AND MANAGEMENT). Collaboratore del corso

Bachelor of Science

• Basi di dati. A.A. 2024/25, INGEGNERIA GESTIONALE. Collaboratore del corso
• Basi di dati. A.A. 2023/24, INGEGNERIA INFORMATICA. Collaboratore del corso

• DBDM - Database and Data Mining Group (DAUIN)

• Napolitano, Davide; Cagliero, Luca (In stampa)
  LightningSHAP: A Cost-Effective Approach to Local Shapley Values Estimation. In: IEEE TRANSACTIONS ON ARTIFICIAL INTELLIGENCE, pp. 1-10. ISSN 2691-4581
  Contributo su Rivista
• Napolitano, Davide; Cagliero, Luca; Battiloro, Fabrizio (2026)
  Benchmarking Visual LLMs Resilience to Unanswerable Questions on Visually Rich Documents. In: Fortieth AAAI Conference on Artificial Intelligence (AAAI-26), Singapore (SGP), January 20-27, 2026, pp. 8125-8133. ISBN: 978-1-57735-906-7
  Contributo in Atti di Convegno (Proceeding)
• Napolitano, Davide; Vaiani, Lorenzo; Cagliero, Luca (2025)
  PoliTo at SemEval-2025 Task 1: Beyond Literal Meaning: A Chain-of-Though Approach for Multimodal Idiomacity Understanding. In: 19th International Workshop on Semantic Evaluation, Vienna (AT), July 27-August 1, 2025, pp. 2071-2076
  Contributo in Atti di Convegno (Proceeding)
• Vaiani, Lorenzo; Napolitano, Davide; Cagliero, Luca (2025)
  A Graph Attention Network Combining Multifaceted Element Relationships for Full Document-Level Understanding. In: COMPUTERS, vol. 14. ISSN 2073-431X
  Contributo su Rivista
• Napolitano, Davide; Cagliero, Luca (2024)
  BONES: a Benchmark fOr Neural Estimation of Shapley values. 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)