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Giovanni Cherubin

Synthetic Data -- what, why and how?
2022 · Jordon, James, Szpruch, Lukasz, et al. · arXiv (Cornell University) · 259
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Reconstructing Training Data with Informed Adversaries
2022 · Borja Balle, Giovanni Cherubin, et al. · IEEE Symposium on Security and Privacy (S&P) · 93
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Website Fingerprinting Defenses at the Application Layer
2017 · Giovanni Cherubin, Jamie Hayes, et al. · Proceedings on Privacy Enhancing Technologies · 78
Disparate Vulnerability to Membership Inference Attacks
2021 · Bogdan Kulynych, Mohammad Yaghini, et al. · Proceedings on Privacy Enhancing Technologies · 53
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SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning
2023 · Ahmed Salem, Giovanni Cherubin, et al. · IEEE Symposium on Security and Privacy (S&P) · 44
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F-BLEAU: Fast Black-Box Leakage Estimation
2019 · Giovanni Cherubin, Konstantinos Chatzikokolakis, et al. · IEEE Symposium on Security and Privacy (S&P) · 39
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Get My Drift? Catching LLM Task Drift with Activation Deltas
2025 · Sahar Abdelnabi, Aideen Fay, et al. · IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) · 20
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Majority vote ensembles of conformal predictors
2018 · Giovanni Cherubin · Machine Learning · 18
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Conformal Clustering and Its Application to Botnet Traffic
2015 · Giovanni Cherubin, Ilia Nouretdinov, et al. · Lecture notes in computer science · 17
Bayes Security: A Not So Average Metric
2023 · Konstantinos Chatzikokolakis, Giovanni Cherubin, et al. · IEEE Computer Security Foundations Workshop (CSFW) · 12
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LLMail-Inject: A Dataset from a Realistic Adaptive Prompt Injection Challenge
2026 · Sahar Abdelnabi, Aideen Fay, et al. · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP) · 8
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Approximating Full Conformal Prediction at Scale via Influence Functions
2023 · Javier Abad Martinez, Umang Bhatt, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 6
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Exact Optimization of Conformal Predictors via Incremental and Decremental Learning
2021 · Cherubin, Giovanni, Chatzikokolakis, Konstantinos, et al. · arXiv (Cornell University) · 5
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Bayes Security: A Not So Average Metric
2020 · Chatzikokolakis, Konstantinos, Cherubin, Giovanni, et al. · arXiv (Cornell University) · 4
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Exchangeability martingales for selecting features in anomaly detection
2018 · Giovanni Cherubin, Adrian Baldwin, et al. · 4
Hidden Markov Models with Confidence
2016 · Giovanni Cherubin, Ilia Nouretdinov · Lecture notes in computer science · 4
Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition
2024 · Debenedetti, Edoardo, Rando, Javier, et al. · arXiv (Cornell University) · 3
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The Bayes Security Measure
2020 · Konstantinos Chatzikokolakis, Giovanni Cherubin, et al. · arXiv (Cornell University) · 3
Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition
2024 · Edoardo Debenedetti, Javier Rando, et al. · neural information processing systems · 2
Black-box security : measuring black-box information leakage via machine learning
2019 · Giovanni Cherubin · 2
Closed-Form Bounds for DP-SGD against Record-level Inference
2024 · Cherubin, Giovanni, Köpf, Boris, et al. · arXiv (Cornell University) · 1
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Preface
2026 · Lars Carlsson, Giovanni Cherubin, et al. · Annals of Mathematics and Artificial Intelligence
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Conformal Prediction for Offensive Security
2026 · Giovanni Cherubin · Lecture notes in computer science
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Testing Private Models
2025 · Giovanni Cherubin, Konstantinos Chatzikokolakis, et al. · Emerald Group Publishing Limited eBooks
Chapter 15 Testing Private Models
2025 · Giovanni Cherubin, Konstantinos Chatzikokolakis, et al.
Works count: 33
Citation count: 677
H-index: 10
I10-index: 10
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