Supervision : Patrick GALLINARI

Deep learning pour le climat

2019-2021 Publications

• 2021
  • Y. Yin, I. Ayed, E. De Bézenac, N. Baskiotis, P. Gallinari : “LEADS: Learning Dynamical Systems that Generalize Across Environments”, (2021)
  • J.‑Y. Franceschi, E. De Bézenac, I. Ayed, M. Chen, S. Lamprier, P. Gallinari : “A Neural Tangent Kernel Perspective of GANs”, (2021)
• 2020
  • S. Karkar, I. Ayed, E. De Bézenac, P. Gallinari : “A Principle of Least Action for the Training of Neural Networks”, ECML PKDD, Ghent, Belgium (2020)
• 2019
  • E. De Bézenac, A. Pajot, P. Gallinari : “Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge”, (2019)
  • I. Ayed, E. De Bézenac, A. Pajot, J. Brajard, P. Gallinari : “Learning Dynamical Systems from Partial Observations”, (2019)