1. FRANZESE Giulio
  2. FRANZESE Giulio
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FRANZESE Giulio

Report

Galeano Munoz, Simon Pedro; Bounoua, Mustapha; Franzese, Giulio; Michiardi, Pietro; Filippone, Maurizio

TENDE: Transfer Entropy Neural Diffusion Estimation

Submitted to ArXiV, 15 October 2025
Detail
ARXIV
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Conference

Bounoua, Mustapha; Franzese, Giulio; Michiardi, Pietro

Learning to match unpaired data with minimum entropy coupling

ICML 2025, 42nd International Conference on Machine Learning, 13-19 July 2025, Vancouver, Canada
Detail
ARXIV
BIBTEX

Journal

Franzese, Giulio; Michiardi, Pietro

Generative diffusion models in infinite dimensions: A survey

Philosophical Transactions of the Royal Society A, 19 June 2025, Volume 383, N°2299
Detail
Document
DOI
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Talk

Franzese, Giulio

On the interplay between mutual information and diffusion processes

Workshop on Geometry in Data: Statistical Inference and Methodology, 16-18 June 2025, Nantes, France

Detail
BIBTEX

Report

Rosso, Mattia; Rossi, Simone; Franzese, Giulio; Heinonen, Markus; Filippone, Maurizio

Scaling laws for uncertainty in deep learning

Submitted to ArXiV, 11 June 2025
Detail
ARXIV
BIBTEX

Invited paper in a conference

Franzese, Giulio

On the interplay between mutual information and diffusion processes

G-STAI 2025, Geometry for Statistics and AI Conference, 6-9 May 2025, Lesbos, Greece
Detail
BIBTEX

Conference

Wang, Chao; Franzese, Giulio; Finamore, Alessandro; Michiardi, Pietro

RFMI: Estimating mutual information on rectified flow for text-to-image alignment

ICLR 2025, DeLTa Workshop, Deep Generative Model in Machine Learning:
Theory, Principle and Efficacy, 28 April 2025, Singapore, Singapore
Detail
Document
ARXIV
BIBTEX

Conference

Foresti, Alberto; Franzese, Giulio; Michiardi, Pietro

Info-SEDD: continuous time markov chains as scalable information metrics estimators

ICLR 2025, DeLTa Workshop, Deep Generative Model in Machine Learning:
Theory, Principle and Efficacy, 28 April 2025, Singapore, Singapore
Detail
Document
ARXIV
BIBTEX

Conference

Wang, Chao; Franzese, Giulio; Finamore, Alessandro; Gallo, Massimo; Michiardi, Pietro

Information theoretic text-to-image alignment

ICLR 2025, 13th International Conference on Learning Representations, 24-28 April 2025, Singapore, Singapore
Detail
ARXIV
BIBTEX

Talk

Franzese, Giulio

Latent abstractions, mutual information and generative diffusion models

Invited talk at KAUST (King Abdullah University of Science and Technology), 23 March 2025, Thuwal, Saudi Arabia
Detail
BIBTEX