Giulio Franzese
7 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
Venues
Top co-authors
Research topics
Keywords
generative model
(2)
mutual information
(2)
diffusion model
(2)
image translation
(1)
stochastic process
(1)
functional analysis
(1)
hamiltonian monte carlo
(1)
unsupervised alignment
(1)
bayesian posterior sampling
(1)
score function
(1)
normalizing flow
(1)
variational autoencoder
(1)
score-based diffusion model
(1)
stochastic differential equation
(1)
bayesian neural network
(1)
score-based diffusion
(1)
image quality
(1)
minimum entropy coupling
(1)
mini-batch sampling
(1)
discretization error
(1)
Papers
Information Theoretic Text-to-Image Alignment
ICLR 2025
Learning to Match Unpaired Data with Minimum Entropy Coupling
ICML 2025
MINDE: Mutual Information Neural Diffusion Estimation
ICLR 2024
S$Ω$I: Score-based O-INFORMATION Estimation
ICML 2024
Continuous-Time Functional Diffusion Processes
NeurIPS 2023
One-Line-of-Code Data Mollification Improves Optimization of Likelihood-based Generative Models
NeurIPS 2023
Revisiting the Effects of Stochasticity for Hamiltonian Samplers
ICML 2022