Giuseppe Serra

According to our database, Giuseppe Serra authored at least 12 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Cost-Free Personalization via Information-Geometric Projection in Bayesian Federated Learning.

Nour Jamoussi, Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Trans. Mach. Learn. Res., 2026

2025

Alternating Minimization Schemes for Computing Rate-Distortion-Perception Functions With f-Divergence Perception Constraints.

Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

IEEE Trans. Inf. Theory, November, 2025

On Distributionally Robust Lossy Source Coding.

Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Proceedings of the IEEE Information Theory Workshop, 2025

On the Rate-Distortion-Perception Function for Gaussian Processes.

Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Proceedings of the IEEE International Symposium on Information Theory, 2025

Information-Geometric Barycenters for Bayesian Federated Learning.

Nour Jamoussi, Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Proceedings of the International Conference on Machine Learning and Applications, 2025

2024

On the Computation of the Gaussian Rate-Distortion-Perception Function.

Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

IEEE J. Sel. Areas Inf. Theory, 2024

BA-BFL: Barycentric Aggregation for Bayesian Federated Learning.

Nour Jamoussi, Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

CoRR, 2024

Analyzing α-divergence in Gaussian Rate-Distortion-Perception Theory.

Martha V. Sourla, Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Proceedings of the 25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2024

Copula-Based Estimation of Continuous Sources for a Class of Constrained Rate-Distortion Functions.

Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Proceedings of the IEEE International Symposium on Information Theory, 2024

Computation of the Multivariate Gaussian Rate-Distortion-Perception Function.

Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Proceedings of the IEEE International Symposium on Information Theory, 2024

2023

Computation of Rate-Distortion-Perception Function under f-Divergence Perception Constraints.

Giuseppe Serra, Photios A. Stavrou, Marios Kountouris

Proceedings of the IEEE International Symposium on Information Theory, 2023

2021

Generative DNA: Representation Learning for DNA-based Approximate Image Storage.

Giulio Franzese, Yiqing Yan, Giuseppe Serra, Ivan D'Onofrio, Raja Appuswamy, Pietro Michiardi

Proceedings of the International Conference on Visual Communications and Image Processing, 2021