Giulio Franzese

36 papers A* 7B 1C 1Journal 25Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
Improved Sampling Schedules for Discrete Diffusion Models.
CoRR
Alberto Foresti, Mustapha Bounoua, Giulio Franzese, Luca Ambrogioni, Pietro Michiardi
2025 J jnl
INFO-SEDD: Continuous Time Markov Chains as Scalable Information Metrics Estimators.
CoRR
Alberto Foresti, Giulio Franzese, Pietro Michiardi
2025 J jnl
In Praise of Stubbornness: The Case for Cognitive-Dissonance-Aware Knowledge Updates in LLMs.
CoRR
Simone Clemente, Zied Ben-Houidi, Alexis Huet, Dario Rossi, Giulio Franzese, Pietro Michiardi
2025 A* conf
Information Theoretic Text-to-Image Alignment.
ICLR
Chao Wang, Giulio Franzese, Alessandro Finamore, Massimo Gallo, Pietro Michiardi
2025 J jnl
Latent Abstractions in Generative Diffusion Models.
Entropy
Giulio Franzese, Mattia Martini, Giulio Corallo, Paolo Papotti, Pietro Michiardi
2025 A* conf
Learning to Match Unpaired Data with Minimum Entropy Coupling.
ICML
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
2025 J jnl
Learning to Match Unpaired Data with Minimum Entropy Coupling.
CoRR
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
2025 J jnl
RFMI: Estimating Mutual Information on Rectified Flow for Text-to-Image Alignment.
CoRR
Chao Wang, Giulio Franzese, Alessandro Finamore, Pietro Michiardi
2025 J jnl
Scaling Laws for Uncertainty in Deep Learning.
CoRR
Mattia Rosso, Simone Rossi, Giulio Franzese, Markus Heinonen, Maurizio Filippone
2025 J jnl
TENDE: Transfer Entropy Neural Diffusion Estimation.
CoRR
Simon Pedro Galeano Munoz, Mustapha Bounoua, Giulio Franzese, Pietro Michiardi, Maurizio Filippone
2024 J jnl
ADROIT6G DAI-driven Open and Programmable Architecture for 6G Networks.
CoRR
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
2024 — conf
DiMViDA: Diffusion-Based Multi-View Data Augmentation.
CAMAD
Giuseppe Di Giacomo, Giulio Franzese, Tania Cerquitelli, Carla-Fabiana Chiasserini, Pietro Michiardi
2024 J jnl
Information Theoretic Text-to-Image Alignment.
CoRR
Chao Wang, Giulio Franzese, Alessandro Finamore, Massimo Gallo, Pietro Michiardi
2024 J jnl
Latent Abstractions in Generative Diffusion Models.
CoRR
Giulio Franzese, Mattia Martini, Giulio Corallo, Paolo Papotti, Pietro Michiardi
2024 A* conf
MINDE: Mutual Information Neural Diffusion Estimation.
ICLR
Giulio Franzese, Mustapha Bounoua, Pietro Michiardi
2024 J jnl
Multi-Modal Latent Diffusion.
Entropy
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
2024 A* conf
SΩI: Score-based O-INFORMATION Estimation.
ICML
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
2024 J jnl
SΩI: Score-based O-INFORMATION Estimation.
CoRR
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
2023 — conf
ADROIT6G DAI-Driven Open and Programmable Architecture for 6G Networks.
GLOBECOM (Workshops)
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
2023 A* conf
Continuous-Time Functional Diffusion Processes.
NeurIPS
Giulio Franzese, Giulio Corallo, Simone Rossi, Markus Heinonen, Maurizio Filippone, Pietro Michiardi
2023 J jnl
Continuous-Time Functional Diffusion Processes.
CoRR
Giulio Franzese, Simone Rossi, Dario Rossi, Markus Heinonen, Maurizio Filippone, Pietro Michiardi
2023 J jnl
How Much Is Enough? A Study on Diffusion Times in Score-Based Generative Models.
Entropy
Giulio Franzese, Simone Rossi, Lixuan Yang, Alessandro Finamore, Dario Rossi, Maurizio Filippone, Pietro Michiardi
2023 J jnl
MINDE: Mutual Information Neural Diffusion Estimation.
CoRR
Giulio Franzese, Mustapha Bounoua, Pietro Michiardi
2023 B conf
Multi-View Latent Diffusion.
IEEE Big Data
Giuseppe Di Giacomo, Giulio Franzese, Tania Cerquitelli, Carla-Fabiana Chiasserini, Pietro Michiardi
2023 J jnl
Multi-modal Latent Diffusion.
CoRR
Mustapha Bounoua, Giulio Franzese, Pietro Michiardi
2023 A* conf
One-Line-of-Code Data Mollification Improves Optimization of Likelihood-based Generative Models.
NeurIPS
Ba-Hien Tran, Giulio Franzese, Pietro Michiardi, Maurizio Filippone
2023 J jnl
One-Line-of-Code Data Mollification Improves Optimization of Likelihood-based Generative Models.
CoRR
Ba-Hien Tran, Giulio Franzese, Pietro Michiardi, Maurizio Filippone
2022 J jnl
How Much is Enough? A Study on Diffusion Times in Score-based Generative Models.
CoRR
Giulio Franzese, Simone Rossi, Lixuan Yang, Alessandro Finamore, Dario Rossi, Maurizio Filippone, Pietro Michiardi
2022 A* conf
Revisiting the Effects of Stochasticity for Hamiltonian Samplers.
ICML
Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
2021 J jnl
A Scalable Bayesian Sampling Method Based on Stochastic Gradient Descent Isotropization.
Entropy
Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
2021 J jnl
A Unified View of Stochastic Hamiltonian Sampling.
CoRR
Giulio Franzese, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
2021 C conf
Generative DNA: Representation Learning for DNA-based Approximate Image Storage.
VCIP
Giulio Franzese, Yiqing Yan, Giuseppe Serra, Ivan D'Onofrio, Raja Appuswamy, Pietro Michiardi
2020 J jnl
Isotropic SGD: a Practical Approach to Bayesian Posterior Sampling.
CoRR
Giulio Franzese, Rosa Candela, Dimitrios Milios, Maurizio Filippone, Pietro Michiardi
2020 J jnl
Probabilistic Ensemble of Deep Information Networks.
Entropy
Giulio Franzese, Monica Visintin
2019 J jnl
Sparsification as a Remedy for Staleness in Distributed Asynchronous SGD.
CoRR
Rosa Candela, Giulio Franzese, Maurizio Filippone, Pietro Michiardi
2018 J jnl
Deep Information Networks.
CoRR
Giulio Franzese, Monica Visintin