Giovanni Cherubin

According to our database, Giovanni Cherubin authored at least 21 papers between 2015 and 2024.

Collaborative distances:

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

2024

Closed-Form Bounds for DP-SGD against Record-level Inference.

Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella Béguelin

CoRR, 2024

2023

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning.

Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella Béguelin

Proceedings of the 44th IEEE Symposium on Security and Privacy, 2023

Bayes Security: A Not So Average Metric.

Konstantinos Chatzikokolakis, Giovanni Cherubin, Catuscia Palamidessi, Carmela Troncoso

Proceedings of the 36th IEEE Computer Security Foundations Symposium, 2023

How do the performance of a Conformal Predictor and its underlying algorithm relate?

Giovanni Cherubin

Proceedings of the Conformal and Probabilistic Prediction with Applications, 2023

Approximating Full Conformal Prediction at Scale via Influence Functions.

Javier Abad Martinez, Umang Bhatt, Adrian Weller, Giovanni Cherubin

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Disparate Vulnerability to Membership Inference Attacks.

Bogdan Kulynych, Mohammad Yaghini, Giovanni Cherubin, Michael Veale, Carmela Troncoso

Proc. Priv. Enhancing Technol., 2022

Synthetic Data - what, why and how?

James Jordon, Lukasz Szpruch, Florimond Houssiau, Mirko Bottarelli, Giovanni Cherubin, Carsten Maple, Samuel N. Cohen, Adrian Weller

CoRR, 2022

Online Website Fingerprinting: Evaluating Website Fingerprinting Attacks on Tor in the Real World.

Giovanni Cherubin, Rob Jansen, Carmela Troncoso

Proceedings of the 31st USENIX Security Symposium, 2022

Reconstructing Training Data with Informed Adversaries.

Borja Balle, Giovanni Cherubin, Jamie Hayes

Proceedings of the 43rd IEEE Symposium on Security and Privacy, 2022

2021

Exact Optimization of Conformal Predictors via Incremental and Decremental Learning.

Giovanni Cherubin, Konstantinos Chatzikokolakis, Martin Jaggi

Proceedings of the 38th International Conference on Machine Learning, 2021

Preface.

Lars Carlsson, Zhiyuan Luo, Giovanni Cherubin, Khuong An Nguyen

Proceedings of the Conformal and Probabilistic Prediction and Applications, 2021

Fast conformal classification using influence functions.

Umang Bhatt, Adrian Weller, Giovanni Cherubin

Proceedings of the Conformal and Probabilistic Prediction and Applications, 2021

2020

The Bayes Security Measure.

Konstantinos Chatzikokolakis, Giovanni Cherubin, Catuscia Palamidessi, Carmela Troncoso

CoRR, 2020

2019

Black-box security: measuring black-box information leakage via machine learning.

Giovanni Cherubin

PhD thesis, 2019

Majority vote ensembles of conformal predictors.

Giovanni Cherubin

Mach. Learn., 2019

F-BLEAU: Fast Black-Box Leakage Estimation.

Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi

Proceedings of the 2019 IEEE Symposium on Security and Privacy, 2019

2018

Exchangeability martingales for selecting features in anomaly detection.

Giovanni Cherubin, Adrian Baldwin, Jonathan Griffin

Proceedings of the 7th Symposium on Conformal and Probabilistic Prediction and Applications, 2018

2017

Website Fingerprinting Defenses at the Application Layer.

Giovanni Cherubin, Jamie Hayes, Marc Juarez

Proc. Priv. Enhancing Technol., 2017

Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses.

Giovanni Cherubin

Proc. Priv. Enhancing Technol., 2017

2016

Hidden Markov Models with Confidence.

Giovanni Cherubin, Ilia Nouretdinov

Proceedings of the Conformal and Probabilistic Prediction with Applications, 2016

2015

Conformal Clustering and Its Application to Botnet Traffic.

Giovanni Cherubin, Ilia Nouretdinov, Alexander Gammerman, Roberto Jordaney, Zhi Wang, Davide Papini, Lorenzo Cavallaro

Proceedings of the Statistical Learning and Data Sciences - Third International Symposium, 2015