Giovanni Conforti
3 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
optimal transport
(1)
flow matching
(1)
kullback-leibler divergence
(1)
markov chain
(1)
stochastic process
(1)
entropic regularization
(1)
sinkhorn algorithm
(1)
generative model
(1)
score function
(1)
diffusion model
(1)
non-asymptotic convergence
(1)
conditional expectation
(1)
schrodinger bridge
(1)
coupling by reflection
(1)
mnist
(1)
bernoulli
(1)
poissonian clock
(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
NeurIPS 2024
Non-asymptotic convergence bounds for Sinkhorn iterates and their gradients: a coupling approach.
COLT 2023