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Dive into the research topics where Giovanni Conforti is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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The exponential turnpike phenomenon for mean field game systems: Weakly monotone drifts and small interactions
Cecchin, A., Conforti, G., Durmus, A. & Eichinger, K., 1 Jan 2026, In: Electronic Journal of Probability. 31, 31.Research output: Contribution to journal › Article › peer-review
Open Access -
Discrete Markov Probabilistic Models: An Improved Discrete Score-Based Framework with sharp convergence bounds under minimal assumptions
Pham, L. T. N., Shariatian, D., Ocello, A., Conforti, G. & Durmus, A., 1 Jan 2025, In: Proceedings of Machine Learning Research. 267, p. 49195-49258 64 p.Research output: Contribution to journal › Conference article › peer-review
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KL Convergence Guarantees for Score Diffusion Models under Minimal Data Assumptions
Conforti, G., Durmus, A. & Silveri, M. G., 1 Jan 2025, In: SIAM Journal on Mathematics of Data Science. 7, 1, p. 86-109 24 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Regularity and stability for the Gibbs conditioning principle on path space via McKean-Vlasov control
Chaintron, L. P. & Conforti, G., 1 Jan 2025, (Accepted/In press) In: Probability Theory and Related Fields.Research output: Contribution to journal › Article › peer-review
Open Access -
Theoretical guarantees in KL for Diffusion Flow Matching
Silveri, M. G., Conforti, G. & Durmus, A., 1 Jan 2024, In: Advances in Neural Information Processing Systems. 37Research output: Contribution to journal › Conference article › peer-review
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Weak semiconvexity estimates for Schrödinger potentials and logarithmic Sobolev inequality for Schrödinger bridges
Conforti, G., 1 Aug 2024, In: Probability Theory and Related Fields. 189, 3-4, p. 1045-1071 27 p.Research output: Contribution to journal › Article › peer-review
Open Access -
COUPLING BY REFLECTION FOR CONTROLLED DIFFUSION PROCESSES: TURNPIKE PROPERTY AND LARGE TIME BEHAVIOR OF HAMILTON–JACOBI–BELLMAN EQUATIONS
Conforti, G., 1 Dec 2023, In: Annals of Applied Probability. 33, 6A, p. 4608-4644 37 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Game on Random Environment, Mean-Field Langevin System, and Neural Networks
Conforti, G., Kazeykina, A. & Ren, Z., 1 Feb 2023, In: Mathematics of Operations Research. 48, 1, p. 78-99 22 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Gradient estimates for the Schrödinger potentials: convergence to the Brenier map and quantitative stability
Chiarini, A., Conforti, G., Greco, G. & Tamanini, L., 1 Jan 2023, In: Communications in Partial Differential Equations. 48, 6, p. 895-943 49 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Hamilton–Jacobi equations for controlled gradient flows: The comparison principle
Conforti, G., Kraaij, R. C. & Tonon, D., 1 May 2023, In: Journal of Functional Analysis. 284, 9, 109853.Research output: Contribution to journal › Article › peer-review
Open Access