Giovanni Cherubin

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 28

Top Topics

Conformal Prediction

Bayes Classifiers

Top Venues

Proc. Priv. Enhancing Technol.

IEEE Symposium on Security and Privacy

Publications

Edoardo Debenedetti, Javier Rando, Daniel Paleka, Silaghi Fineas Florin, Dragos Albastroiu, Niv Cohen, Yuval Lemberg, Reshmi Ghosh, Rui Wen, Ahmed Salem, Giovanni Cherubin, Santiago Zanella Béguelin, Robin Schmid, Victor Klemm, Takahiro Miki, Chenhao Li, Stefan Kraft, Mario Fritz, Florian Tramèr, Sahar Abdelnabi, Lea Schönherr
Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition. CoRR (2024)
Sahar Abdelnabi, Aideen Fay, Giovanni Cherubin, Ahmed Salem, Mario Fritz, Andrew Paverd
Are you still on track!? Catching LLM Task Drift with Activations. CoRR (2024)
Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella Béguelin
Closed-Form Bounds for DP-SGD against Record-level Inference. USENIX Security Symposium (2024)
Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella Béguelin
Closed-Form Bounds for DP-SGD against Record-level Inference. CoRR (2024)
Giovanni Cherubin
How do the performance of a Conformal Predictor and its underlying algorithm relate? COPA (2023)
Javier Abad Martinez, Umang Bhatt, Adrian Weller, Giovanni Cherubin
Approximating Full Conformal Prediction at Scale via Influence Functions. AAAI (2023)
Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella Béguelin
SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning. SP (2023)
Konstantinos Chatzikokolakis, Giovanni Cherubin, Catuscia Palamidessi, Carmela Troncoso
Bayes Security: A Not So Average Metric. CSF (2023)
Borja Balle, Giovanni Cherubin, Jamie Hayes
Reconstructing Training Data with Informed Adversaries. IEEE Symposium on Security and Privacy (2022)
Bogdan Kulynych, Mohammad Yaghini, Giovanni Cherubin, Michael Veale, Carmela Troncoso
Disparate Vulnerability to Membership Inference Attacks. Proc. Priv. Enhancing Technol. 2022 (1) (2022)
James Jordon, Lukasz Szpruch, Florimond Houssiau, Mirko Bottarelli, Giovanni Cherubin, Carsten Maple, Samuel N. Cohen, Adrian Weller
Synthetic Data - what, why and how? CoRR (2022)
Giovanni Cherubin, Rob Jansen, Carmela Troncoso
Online Website Fingerprinting: Evaluating Website Fingerprinting Attacks on Tor in the Real World. USENIX Security Symposium (2022)
Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella Béguelin
SoK: Let The Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning. CoRR (2022)
Javier Abad, Umang Bhatt, Adrian Weller, Giovanni Cherubin
Approximating Full Conformal Prediction at Scale via Influence Functions. CoRR (2022)
Borja Balle, Giovanni Cherubin, Jamie Hayes
Reconstructing Training Data with Informed Adversaries. CoRR (2022)
Umang Bhatt, Adrian Weller, Giovanni Cherubin
Fast conformal classification using influence functions. COPA (2021)
Giovanni Cherubin, Konstantinos Chatzikokolakis, Martin Jaggi
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning. ICML (2021)
Giovanni Cherubin, Konstantinos Chatzikokolakis, Martin Jaggi
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning. CoRR (2021)
Lars Carlsson, Zhiyuan Luo, Giovanni Cherubin, Khuong An Nguyen
Preface. COPA (2021)
Konstantinos Chatzikokolakis, Giovanni Cherubin, Catuscia Palamidessi, Carmela Troncoso
The Bayes Security Measure. CoRR (2020)
Giovanni Cherubin
Majority vote ensembles of conformal predictors. Mach. Learn. 108 (3) (2019)
Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi
F-BLEAU: Fast Black-Box Leakage Estimation. IEEE Symposium on Security and Privacy (2019)
Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi
F-BLEAU: Fast Black-box Leakage Estimation. CoRR (2019)
Giovanni Cherubin, Adrian Baldwin, Jonathan Griffin
Exchangeability martingales for selecting features in anomaly detection. COPA (2018)
Giovanni Cherubin, Jamie Hayes, Marc Juárez
Website Fingerprinting Defenses at the Application Layer. Proc. Priv. Enhancing Technol. 2017 (2) (2017)
Giovanni Cherubin
Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses. Proc. Priv. Enhancing Technol. 2017 (4) (2017)
Giovanni Cherubin
Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses. CoRR (2017)
Giovanni Cherubin, Ilia Nouretdinov
Hidden Markov Models with Confidence. COPA (2016)
Giovanni Cherubin, Ilia Nouretdinov, Alexander Gammerman, Roberto Jordaney, Zhi Wang, Davide Papini, Lorenzo Cavallaro
Conformal Clustering and Its Application to Botnet Traffic. SLDS (2015)