CONFORTI, GIOVANNI

CONFORTI, GIOVANNI  

Dipartimento di Matematica "Tullio Levi-Civita" - DM  

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Titolo Data di pubblicazione Autori Rivista Serie Titolo libro
Discrete Markov Probabilistic Models: An Improved Discrete Score-Based Framework with sharp convergence bounds under minimal assumptions 2025 Giovanni Conforti + - - Proceedings of the 42 nd International Conference on Machine Learning
Exponential Convergence Guarantees for Iterative Markovian Fitting 2025 Giovanni Conforti + - - NeurIPS 2025 The Thirty-Ninth Annual Conference on Neural Information Processing Systems
KL Convergence Guarantees for Score Diffusion Models under Minimal Data Assumptions 2025 Conforti, Giovanni + SIAM JOURNAL ON MATHEMATICS OF DATA SCIENCE - -
Projected Langevin dynamics and a gradient flow for entropic optimal transport 2025 Conforti, Giovanni + JOURNAL OF THE EUROPEAN MATHEMATICAL SOCIETY - -
Theoretical guarantees in KL for Diffusion Flow Matching 2024 Conforti G. + - ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS
Weak semiconvexity estimates for Schrödinger potentials and logarithmic Sobolev inequality for Schrödinger bridges 2024 Conforti, Giovanni PROBABILITY THEORY AND RELATED FIELDS - -
Coupling by reflection for controlled diffusion processes: Turnpike property and large time behavior of Hamilton–Jacobi–Bellman equations 2023 Conforti, Giovanni THE ANNALS OF APPLIED PROBABILITY - -
Game on Random Environment, Mean-Field Langevin System, and Neural Networks 2023 Conforti, Giovanni + MATHEMATICS OF OPERATIONS RESEARCH - -
Gradient estimates for the Schrödinger potentials: convergence to the Brenier map and quantitative stability 2023 Chiarini A.Conforti G. + COMMUNICATIONS IN PARTIAL DIFFERENTIAL EQUATIONS - -
Hamilton–Jacobi equations for controlled gradient flows: The comparison principle 2023 giovanni confortiDaniela Tonon + JOURNAL OF FUNCTIONAL ANALYSIS - -
Non-asymptotic convergence bounds for Sinkhorn iterates and their gradients: a coupling approach 2023 Conforti G. + - PROCEEDINGS OF MACHINE LEARNING RESEARCH Proceedings of Machine Learning Research
Time reversal of diffusion processes under a finite entropy condition 2023 Conforti, Giovanni + ANNALES DE L'INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES - -
A non‐linear monotonicity principle and applications to Schrödinger‐type problems 2022 Conforti, Giovanni + BULLETIN OF THE LONDON MATHEMATICAL SOCIETY - -
A probabilistic approach to convex (ϕ)-entropy decay for Markov chains 2022 Conforti, Giovanni THE ANNALS OF APPLIED PROBABILITY - -
Entropic turnpike estimates for the kinetic Schrödinger problem 2022 Alberto ChiariniGiovanni Conforti + ELECTRONIC JOURNAL OF PROBABILITY - -
Long-time Behaviour of Entropic Interpolations 2022 Conforti, Giovanni + POTENTIAL ANALYSIS - -
A formula for the time derivative of the entropic cost and applications 2021 Conforti, Giovanni + JOURNAL OF FUNCTIONAL ANALYSIS - -
Schrödinger Problem for Lattice Gases: A Heuristic Point of View 2021 Chiarini A.Conforti G. + - LECTURE NOTES IN ARTIFICIAL INTELLIGENCE Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Time reversal of Markov processes with jumps under a finite entropy condition 2021 Conforti, Giovanni + STOCHASTIC PROCESSES AND THEIR APPLICATIONS - -
Around the entropic Talagrand inequality 2020 Conforti, Giovanni + BERNOULLI - -