Talks

Invited talks

Talks that I gave as an invited speaker

• Group Equivariant Non-Expansive Operators: a novel approach to deep learning grounded in Topological Data Analysis.
  10th Annual Minisymposium on Computational Topology. Part of CG Week 2022
  (June 2022, Berlin, Germany 🇩🇪)
  Slides

Contributed talks

Talks that I gave as a contributed speaker

• The impact of high temperatures on Italian maize yield
  Conference GRASPA 2025.
  (September 2025, Rome, Italy 🇮🇹)
  Slides
• Prototypical Explanations in an AI method for Protein Pocket Detection
  Conference SIS 2025 Statistics for innovation.
  Satellite event SAFE-ML Satellite meeting
  (June 2025, Genova and Pavia, Italy 🇮🇹)
  Slides
• Statistical analysis of GENEOnet robustness
  Conference Statistics and Data Science 2025.
  (April 2025, Milan, Italy 🇮🇹)
  Slides
• Graph distinction through GENEOs and Permutants
  3rd Workshop of UMI Group Mathematics for Artificial Intelligence and Machine Learning.
  (January 2025, Bari, Italy 🇮🇹)
  Slides
• Explainable Machine Learning with Group Equivariant Non-Expansive Operators (GENEOs). An industrial application to Protein Pocket Detection.
  Workshop on Advancing Scientific Machine Learning in Industry.
  (October 2024, Munich, Germany 🇩🇪)
  Poster
• A Geometric XAI approach to Protein Pocket Detection
  2nd World Conference on eXplainable Artificial Intelligence (xAI-2024).
  (July 2024, Valletta, Malta 🇲🇹)
  Poster
• Explainable Machine Learning based on Group Equivariant Non-Expansive Operators (GENEOs). Protein pocket detection: a case study.
  Conference SIS 2023 - Statistical Learning, Sustainability and Impact Evaluation
  (June 2023, Ancona, Italy 🇮🇹)
  Slides Poster
• A new paradigm for Artificial Intelligence based on Group Equivariant Non-Expansive Operators (GENEOs) applied to protein pocket detection.
  Conference Statistics and Data Science 2023
  (April 2023, Pavia, Italy 🇮🇹)
  Slides
• Group Equivariant Non-Expansive Operators: from TDA to Neural Networks.
  Workshop Matematica per l’Intelligenza Artificiale e il Machine Learning: Giovani ricercatori
  (November 2022, Turin, Italy 🇮🇹)
  Slides
• Group Equivariant Non-Expansive Operators: a mathematical tool to build Explainable Networks.
  Workshop Bias Risk and Opacity in AI First Research Meeting.
  (September 2022, Milan, Italy 🇮🇹)
  Poster
• GENEOnet: a GENEO based approach to Pocket Detection.
  ENBIS-22 Trondheim Conference.
  (June 2022, Trondheim, Norway 🇳🇴)
  Slides

Other talks

Other talks that I gave

• Networks of Group Equivariant Non-Expansive Operators for Artificial Intelligence: Models, applications and interpretability
  PhD defence.
  (February 2025, Milan, Italy 🇮🇹)
  Slides
• [In Italian] Intelligenza Artificiale: la Matematica della Trasparenza
  I venerdì della Biblioteca.
  (March 2024, Busseto, Italy 🇮🇹)
  Slides Audio
• Group Equivariant Non-Expansive Operators: a pathway towards Explainable Machine Learning
  Doc in Progress.
  (March 2023, Trento, Italy 🇮🇹)
  Slides
• Group Equivariant Non-Expansive Operators: A blueprint for a different kind of Neural Networks
  PhdD²ays.
  (December 2022, Milan, Italy 🇮🇹)
  Slides