Giulio Franzese

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 23

Top Topics

Metropolis Hastings

Information Networks

Image Alignment

Diffusion Process

Top Venues

Publications

Giulio Franzese, Mustapha Bounoua, Pietro Michiardi
MINDE: Mutual Information Neural Diffusion Estimation. ICLR (2024)
Christophoros Christophorou, Iacovos Ioannou, Vasos Vassiliou, Loizos Christofi, John S. Vardakas, Erin E. Seder, Carla-Fabiana Chiasserini, Marius Iordache, Chaouki Ben Issaid, Ioannis Markopoulos, Giulio Franzese, Tanel Järvet, Christos V. Verikoukis
ADROIT6G DAI-driven Open and Programmable Architecture for 6G Networks. CoRR (2024)
Chao Wang, Giulio Franzese, Alessandro Finamore, Massimo Gallo, Pietro Michiardi
Information Theoretic Text-to-Image Alignment. CoRR (2024)
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
SΩI: Score-based O-INFORMATION Estimation. CoRR (2024)
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
Multi-Modal Latent Diffusion. Entropy 26 (4) (2024)
Ba-Hien Tran, Giulio Franzese, Pietro Michiardi, Maurizio Filippone
One-Line-of-Code Data Mollification Improves Optimization of Likelihood-based Generative Models. NeurIPS (2023)
Giulio Franzese, Simone Rossi, Dario Rossi, Markus Heinonen, Maurizio Filippone, Pietro Michiardi
Continuous-Time Functional Diffusion Processes. CoRR (2023)
Giulio Franzese, Giulio Corallo, Simone Rossi, Markus Heinonen, Maurizio Filippone, Pietro Michiardi
Continuous-Time Functional Diffusion Processes. NeurIPS (2023)
Giuseppe Di Giacomo, Giulio Franzese, Tania Cerquitelli, Carla-Fabiana Chiasserini, Pietro Michiardi
Multi-View Latent Diffusion. BigData (2023)
Christophoros Christophorou, Iacovos Ioannou, Vasos Vassiliou, Loizos Christofi, John S. Vardakas, Erin E. Seder, Carla-Fabiana Chiasserini, Marius Iordache, Chaouki Ben Issaid, Ioannis Markopoulos, Giulio Franzese, Tanel Järvet, Christos V. Verikoukis
ADROIT6G DAI-Driven Open and Programmable Architecture for 6G Networks. GLOBECOM (Workshops) (2023)
Giulio Franzese, Mustapha Bounoua, Pietro Michiardi
MINDE: Mutual Information Neural Diffusion Estimation. CoRR (2023)
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
Multi-modal Latent Diffusion. CoRR (2023)
Giulio Franzese, Simone Rossi, Lixuan Yang, Alessandro Finamore, Dario Rossi, Maurizio Filippone, Pietro Michiardi
How Much Is Enough? A Study on Diffusion Times in Score-Based Generative Models. Entropy 25 (4) (2023)
Ba-Hien Tran, Giulio Franzese, Pietro Michiardi, Maurizio Filippone
One-Line-of-Code Data Mollification Improves Optimization of Likelihood-based Generative Models. CoRR (2023)
Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
Revisiting the Effects of Stochasticity for Hamiltonian Samplers. ICML (2022)
Giulio Franzese, Simone Rossi, Lixuan Yang, Alessandro Finamore, Dario Rossi, Maurizio Filippone, Pietro Michiardi
How Much is Enough? A Study on Diffusion Times in Score-based Generative Models. CoRR (2022)
Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
A Scalable Bayesian Sampling Method Based on Stochastic Gradient Descent Isotropization. Entropy 23 (11) (2021)
Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
A Unified View of Stochastic Hamiltonian Sampling. CoRR (2021)
Giulio Franzese, Yiqing Yan, Giuseppe Serra, Ivan D'Onofrio, Raja Appuswamy, Pietro Michiardi
Generative DNA: Representation Learning for DNA-based Approximate Image Storage. VCIP (2021)
Giulio Franzese, Rosa Candela, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
Isotropic SGD: a Practical Approach to Bayesian Posterior Sampling. CoRR (2020)
Giulio Franzese, Monica Visintin
Probabilistic Ensemble of Deep Information Networks. Entropy 22 (1) (2020)
Rosa Candela, Giulio Franzese, Maurizio Filippone, Pietro Michiardi
Sparsification as a Remedy for Staleness in Distributed Asynchronous SGD. CoRR (2019)
Giulio Franzese, Monica Visintin
Deep Information Networks. CoRR (2018)