I am interested in probability theory, in its interplay with analysis and geometry and in problems arising from AI and ML. Particularly I am interested in:
the Schrödinger Bridge Problem (SP) and its relationship with (Entropic) Optimal Transport,
Optimal Transport point of view in (Diffusion) Generative Modelling,
Random Fields and their relation with ML/GenAI,
stochastic optimal control problems: long-time behaviour and exponential ergodicity,
high-dimensional probability.
G. Greco.
A Malliavin-Gamma calculus approach to Score Based Diffusion Generative models for random fields
arXiv:2505.13189 (05/2025) - Accepted in INDAM-Springer volume Analysis and Geometry of Random Fields
G. Greco, L. Tamanini.
Hessian stability and convergence rates for entropic and Sinkhorn potentials via semiconcavity
arXiv:2504.11133 (04/2025) - Accepted in Bernoulli
A. Chiarini, G. Conforti, G. Greco, L. Tamanini.
A semiconcavity approach to stability of entropic plans and exponential convergence of Sinkhorn's algorithm
arXiv:2412.09235 (12/2024)
G. Conforti, A. Durmus, G. Greco.
Quantitative contraction rates for Sinkhorn algorithm: beyond bounded costs and compact marginals
arXiv:2304.04451 (04/2023)
G. Greco, M. Noble, G. Conforti, A. Durmus.
Non-asymptotic convergence bounds for Sinkhorn iterates and their gradients: a coupling approach
Proceedings of Thirty Sixth Conference on Learning Theory (COLT 2023) in PMLR 195:716-746 (2023)
A. Chiarini, G. Conforti, G. Greco, L. Tamanini.
Gradient estimates for the Schrödinger potentials: convergence to the Brenier map and quantitative stability
Communications in Partial Differential Equations 48:6, 895-943 (2023)
A. Chiarini, G. Conforti, G. Greco, Z. Ren.
Entropic turnpike estimates for the kinetic Schrödinger problem
Electron. J. Probab. 27: 1-32 (2022)
PhD thesis: The Schrödinger problem: where analysis meets stochastics.
Supervisors: Prof. Mark A. Peletier (TU/e), Prof. Alberto Chiarini (UniPD) and Prof. Giovanni Conforti (UniPD and IP Paris) - 05/2024
MSc thesis: Signal-to-noise ratio thresholds in principal component analysis.
Supervisor: Professor Alessandra Faggionato - 07/2020
BSc thesis: Homological algebra of unbounded complexes (in italian).
Supervisor: Professor Marco Manetti - 07/2018