1. FRANZESE Giulio
  2. FRANZESE Giulio
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FRANZESE Giulio

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
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Journal

Franzese, Giulio; Michiardi, Pietro

Generative diffusion models in infinite dimensions: A survey

Philosophical Transactions of the Royal Society A, 2025
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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
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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
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ARXIV
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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
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Journal

Bounoua, Mustapha; Franzese, Giulio; Michiardi, Pietro

Learning to match unpaired data with minimum entropy coupling

Submitted to ArXiV, 11 March 2025
Detail
ARXIV
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Conference

Clemente, Simone; Ben Houidi, Zied; Huet, Alexis; Rossi, Dario; Franzese, Giulio; Michiardi, Pietro

In praise of stubbornness: The case for cognitive-dissonance-aware knowledge updates in LLMs

Submitted to ArXiV, 5 February 2025
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ARXIV
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Conference

Di Giacomo, Giuseppe; Franzese, Giulio; Cerquitelli, T.; Chiasserini, C. F.; Michiardi, Pietro

DiMViDA: Diffusion-based multi-view data augmentation

CAMAD 2024, IEEE 29th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks, 21-23 October 2024, Athens, Greece
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Document
DOI
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Journal

Franzese, Giulio; Martini, Mattia; Corallo, Giulio; Papotti, Paolo; Michiardi, Pietro

Latent abstractions in generative diffusion models

Submitted to ArXiV, 4 October 2024
Detail
ARXIV
BIBTEX