Franzese, Giulio

11 publications

ICLRW 2025 INFO-SEDD: Continuous Time Markov Chains as Scalable Information Metrics Estimators Alberto Foresti, Giulio Franzese, Pietro Michiardi

ICLR 2025 Information Theoretic Text-to-Image Alignment Chao Wang, Giulio Franzese, Alessandro Finamore, Massimo Gallo, Pietro Michiardi

ICML 2025 Learning to Match Unpaired Data with Minimum Entropy Coupling Mustapha Bounoua, Giulio Franzese, Pietro Michiardi

ICLRW 2025 RFMI: Estimating Mutual Information on Rectified Flow for Text-to-Image Alignment Chao Wang, Giulio Franzese, Alessandro Finamore, Pietro Michiardi

ICMLW 2024 DiMViS: Diffusion-Based Multi-View Synthesis Giuseppe Di Giacomo, Giulio Franzese, Tania Cerquitelli, Carla Fabiana Chiasserini, Pietro Michiardi

ICLR 2024 MINDE: Mutual Information Neural Diffusion Estimation Giulio Franzese, Mustapha Bounoua, Pietro Michiardi

ICML 2024 S$Ω$I: Score-Based O-INFORMATION Estimation Mustapha Bounoua, Giulio Franzese, Pietro Michiardi

NeurIPS 2023 Continuous-Time Functional Diffusion Processes Giulio Franzese, Giulio Corallo, Simone Rossi, Markus Heinonen, Maurizio Filippone, Pietro Michiardi

ICMLW 2023 Improving Training of Likelihood-Based Generative Models with Gaussian Homotopy Ba-Hien Tran, Giulio Franzese, Pietro Michiardi, Maurizio Filippone

NeurIPS 2023 One-Line-of-Code Data Mollification Improves Optimization of Likelihood-Based Generative Models Ba-Hien Tran, Giulio Franzese, Pietro Michiardi, Maurizio Filippone

ICML 2022 Revisiting the Effects of Stochasticity for Hamiltonian Samplers Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi