Francesco Della Santa

Invited Talks

1. Training of Multi-Task Neural Networks Alternating Shared and Task-Specific Parameters

   Numerical Analysis & Modelling in Applied Sciences (NAMAS24)

   Congratulating Prof. Ezio Venturino on the occasion of his retirement

   Gaeta (Italy), 16th-20th September 2024

2. Discontinuous Neural Networks for Learning Scaling Functions of Variably Scaled Kernels

   6th Dolomites Workshop on Constructive Approximation and Applications (DWCAA)

   Canazei (Italy), 8th-13th September 2024

3. Alternate Training Procedure for Multi-Task Neural Networks

   GIMC SIMAI YOUNG 2024

   Napoli (Italy), 10th-12th July 2024

4. Deep Learning per problemi differenziali e quantificazione dell’incertezza e metodi di addestramento

   Convegno Nazionale GNCS 2024

   Rimini (Italy), 14th-16th January 2024

   Presentation of the research activity 2023 of the research group

5. Graph Informed Deep Learning for Uncertainty Quantification in Discrete Fracture Networks

   Convegno Nazionale SIMAI 2020+2021

   Parma (Italy), 30th August - 3th September 2021

Contributed Talks

1. Edge-Wise Graph-Instructed Neural Networks for Regression on Graphs

   Learning on Graphs Conference 2024, Italy Meetup

   Siena (Italy), 4th-6th December 2024

2. Discontinuity Detection via Graph-Informed Neural Networks and Sparse Grids

   Workshop Mathematics for Artificial Intelligence and Machine Learning

   Milano (Italy), 17th-19th January 2024

3. Graph-Informed Neural Networks for Discontinuity Detection

   3rd Young Applied Mathematicians Conference (YAMC2023)

   Siena (Italy), 18th-22th September 2023

4. Graph-Informed Neural Networks for Physics-Informed Learning of Partial Differential Equation Solutions

   Convegno Nazionale SIMAI 2023

   Matera (Italy), 28th August - 1st September 2023

5. Learning Discontinuities via Discontinuous Neural Networks

   Matematica per l'Intelligenza Artificiale e il Machine Learning - Giovani ricercatori

   Turin (Italy), 24th-26th November 2022

6. Regression on Graphs via Graph-Informed Neural Networks

   SIAM Conference on Mathematics of Data Science (MDS22)

   Hybrid, San Diego (California, USA), 26th-30th September 2022

7. Graph-Informed Neural Networks for Graph-Structured Data Learning

   2nd Young Applied Mathematicians Conference (YAMC2022)

   Arenzano (Italy), 18th-22th September 2022

8. Uncertainty Quantification in Discrete Fracture Networks via Graph Informed Neural Networks

   Fractured media: numerical methods for fluid flow and mechanics (FRAME2020+2)

   Turin (Italy), 17th-20th May 2022

9. Graph-Informed Neural Networks and Regression on Graphs

   8th SmartData@PoliTO Workshop

   Arenzano (Italy), 25th-26th February 2022

10. Discontinuous Neural Networks and Discontinuity Learning

    PRIMO Workshop 2021

    Bologna (Italy), 11th-13th October 2021

11. Flux Regression Performances of Deep Learning in Discrete Fracture Networks

    Interpore 13th Annual Meeting

    Remote, 31st May - 4th June 2021

12. Graph-Informed Neural Networks for Flux Regression in Discrete Fracture Networks

    Computational Methods in Water Resources XXIII (CMWR2020)

    Remote, 14th-17th December 2020

    Award winner: Young researcher presenter

13. Analysis of Neural Network Performances for Flux Regression in Discrete Fracture Networks

    Interpore 12th Annual Meeting

    Remote, 31st Agust - 4th September 2020

14. Flux Regression Neural Networks for Backbone Identification in Discrete Fracture Networks

    Interpore 12th Annual Meeting

    Remote, 31st Agust - 4th September 2020

15. Discontinuous Neural Networks

    5th SmartData@PoliTO Workshop

    Barolo (Italy), 26th-27th September 2019

16. Multi-Task Neural Networks for Uncertainty Quantification in Discrete Fracture Networks

    Summer School on Optimization, Big Data and Applications, 2n Ed. (OBA2019)

    Veroli (Italy), 1st-6th July 2019

17. Feed-Forward Neural Networks for Flux Regression in Discrete Fracture Networks

    Interpore 11th Annual Meeting

    Valencia (Spain), 6th-10th May 2019

18. Neural Networks for Uncertainty Quantification in Discrete Fracture Networks

    4th SmartData@PoliTO Workshop

    Turin (Italy), 27th-28th February 2019

19. Machine Learning for Flux Regression in Discrete Fracture Networks

    3rd SmartData@PoliTO Workshop

    Turin (Italy), 24th September 2018