Neural Networks as Interacting Particle Systems

Bachelor of Science

• Mathematical analysis II. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Analisi matematica II. A.A. 2021/22, INGEGNERIA MECCANICA. Collaboratore del corso
• Analisi matematica II. A.A. 2021/22, INGEGNERIA CIVILE. Collaboratore del corso
• Analisi matematica II. A.A. 2021/22, INGEGNERIA CIVILE. Collaboratore del corso

• Models and Methods in Mathematical Physics

• Licciardi, Alessandro; Carbone, Davide; Rondoni, Lamberto (2024)
  Wavelet Scattering Operators for Multiscale Processes: The Case Study of Marine Mammal Vocalizations. In: 2nd International Conference on Nonlinear Dynamics and Applications, Gangtok (India), 21 February 2024 through 23 February 2024, pp. 173-191. ISSN 0930-8989. ISBN: 9783031691454
  Contributo in Atti di Convegno (Proceeding)
• Carbone, Davide (2024)
  Generative Models as Out-of-equilibrium particle systems: the case of Energy-Based Models. relatore: RONDONI, Lamberto; , 36. XXXVI Ciclo, P.: 173
  Doctoral Thesis
• Carbone, Davide; Hua, Mengjian; Coste, Simon; Vanden-Eijnden, Eric (2023)
  Efficient Training of Energy-Based Models Using Jarzynski Equality. In: 37th Conference on Neural Information Processing Systems (NeurIPS), New Orleans (USA), DEC 10-16, 2023, pp. 1-32
  Contributo in Atti di Convegno (Proceeding)
• Carbone, Davide; DE GREGORIO, PAOLO MARIO; Rondoni, Lamberto (2022)
  Time reversal symmetry for classical, non-relativistic quantum and spin systems in presence of magnetic fields. In: ANNALS OF PHYSICS, vol. 441. ISSN 0003-4916
  Contributo su Rivista
• Carbone, D.; Rondoni, L. (2020)
  Necessary and sufficient conditions for time reversal symmetry in presence of magnetic fields. In: SYMMETRY, vol. 12, pp. 1-14. ISSN 2073-8994
  Contributo su Rivista