conftrace_

Giovanni Conforti

3 papers · 2023–2025 · 3 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (14)

Conferences

COLT (1) ICML (1) NIPS (1)

Top co-authors

Alain Durmus (2) Antonio Ocello (1) Alain Oliviero Durmus (1) Dario Shariatian (1) Marta Gentiloni Silveri (1) Maxence Noble (1) Giacomo Greco (1) Le-Tuyet-Nhi Pham (1)

Keywords

optimal transport (1) flow matching (1) kullback-leibler divergence (1) stochastic process (1) entropic regularization (1) sinkhorn algorithm (1) generative model (1) diffusion model (1) schrodinger bridge (1) coupling by reflection (1)

Papers

Discrete Markov Probabilistic Models: An Improved Discrete Score-Based Framework with sharp convergence bounds under minimal assumptions ICML 2025 Theoretical guarantees in KL for Diffusion Flow Matching NIPS 2024 Non-asymptotic convergence bounds for Sinkhorn iterates and their gradients: a coupling approach. COLT 2023