Giovanni Cherubin

37 papers A* 8A 1Journal 17Unranked 8

Year	Rank	Type	Title / Venue / Authors
2026	—	`conf`	Conformal Prediction for Offensive Security. The Importance of Being Learnable Giovanni Cherubin
2025	—	`conf`	Get My Drift? Catching LLM Task Drift with Activation Deltas. SaTML Sahar Abdelnabi, Aideen Fay, Giovanni Cherubin, Ahmed Salem, Mario Fritz, Andrew Paverd
2025	J	`jnl`	Highlight & Summarize: RAG without the jailbreaks. CoRR Giovanni Cherubin, Andrew Paverd
2025	J	`jnl`	LLMail-Inject: A Dataset from a Realistic Adaptive Prompt Injection Challenge. CoRR Sahar Abdelnabi, Aideen Fay, Ahmed Salem, Egor Zverev, Kai-Chieh Liao, Chi-Huang Liu, Chun-Chih Kuo, Jannis Weigend, Danyael Manlangit, Alex Apostolov, Haris Umair, João Donato, Masayuki Kawakita, Athar Mahboob, Tran Huu Bach, Tsun-Han Chiang, Myeongjin Cho, Hajin Choi, Byeonghyeon Kim, Hyeonjin Lee, Benjamin Pannell, Conor McCauley, Mark Russinovich, Andrew Paverd, Giovanni Cherubin
2024	J	`jnl`	Are you still on track!? Catching LLM Task Drift with Activations. CoRR Sahar Abdelnabi, Aideen Fay, Giovanni Cherubin, Ahmed Salem, Mario Fritz, Andrew Paverd
2024	A*	`conf`	Closed-Form Bounds for DP-SGD against Record-level Inference. USENIX Security Symposium Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella-Béguelin
2024	J	`jnl`	Closed-Form Bounds for DP-SGD against Record-level Inference. CoRR Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella-Béguelin
2024	A*	`conf`	Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition. NeurIPS 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
2024	J	`jnl`	Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition. CoRR 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
2023	A*	`conf`	Approximating Full Conformal Prediction at Scale via Influence Functions. AAAI Javier Abad Martinez, Umang Bhatt, Adrian Weller, Giovanni Cherubin
2023	A	`conf`	Bayes Security: A Not So Average Metric. CSF Konstantinos Chatzikokolakis, Giovanni Cherubin, Catuscia Palamidessi, Carmela Troncoso
2023	—	`conf`	How do the performance of a Conformal Predictor and its underlying algorithm relate? COPA Giovanni Cherubin
2023	A*	`conf`	SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning. SP Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin
2022	J	`jnl`	Approximating Full Conformal Prediction at Scale via Influence Functions. CoRR Javier Abad Martinez, Umang Bhatt, Adrian Weller, Giovanni Cherubin
2022	J	`jnl`	Disparate Vulnerability to Membership Inference Attacks. Proc. Priv. Enhancing Technol. Bogdan Kulynych, Mohammad Yaghini, Giovanni Cherubin, Michael Veale, Carmela Troncoso
2022	A*	`conf`	Online Website Fingerprinting: Evaluating Website Fingerprinting Attacks on Tor in the Real World. USENIX Security Symposium Giovanni Cherubin, Rob Jansen, Carmela Troncoso
2022	A*	`conf`	Reconstructing Training Data with Informed Adversaries. SP Borja Balle, Giovanni Cherubin, Jamie Hayes
2022	J	`jnl`	Reconstructing Training Data with Informed Adversaries. CoRR Borja Balle, Giovanni Cherubin, Jamie Hayes
2022	J	`jnl`	SoK: Let The Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning. CoRR Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin
2022	J	`jnl`	Synthetic Data - what, why and how? CoRR James Jordon, Lukasz Szpruch, Florimond Houssiau, Mirko Bottarelli, Giovanni Cherubin, Carsten Maple, Samuel N. Cohen, Adrian Weller
2021	—	`ed.`	Conformal and Probabilistic Prediction and Applications, 8-10 September 2021, Virtual Event. COPA Lars Carlsson, Zhiyuan Luo, Giovanni Cherubin, Khuong An Nguyen
2021	A*	`conf`	Exact Optimization of Conformal Predictors via Incremental and Decremental Learning. ICML Giovanni Cherubin, Konstantinos Chatzikokolakis, Martin Jaggi
2021	J	`jnl`	Exact Optimization of Conformal Predictors via Incremental and Decremental Learning. CoRR Giovanni Cherubin, Konstantinos Chatzikokolakis, Martin Jaggi
2021	—	`conf`	Fast conformal classification using influence functions. COPA Umang Bhatt, Adrian Weller, Giovanni Cherubin
2021	—	`conf`	Preface. COPA Lars Carlsson, Zhiyuan Luo, Giovanni Cherubin, Khuong An Nguyen
2020	—	`ed.`	Conformal and Probabilistic Prediction and Applications, COPA 2020, 9-11 September 2020, Virtual Event COPA Alexander Gammerman, Vladimir Vovk, Zhiyuan Luo, Evgueni N. Smirnov, Giovanni Cherubin, Marco Christini
2020	J	`jnl`	The Bayes Security Measure. CoRR Konstantinos Chatzikokolakis, Giovanni Cherubin, Catuscia Palamidessi, Carmela Troncoso
2019	—	`—`	Black-box security: measuring black-box information leakage via machine learning. Giovanni Cherubin
2019	A*	`conf`	F-BLEAU: Fast Black-Box Leakage Estimation. IEEE Symposium on Security and Privacy Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi
2019	J	`jnl`	F-BLEAU: Fast Black-box Leakage Estimation. CoRR Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi
2019	J	`jnl`	Majority vote ensembles of conformal predictors. Mach. Learn. Giovanni Cherubin
2018	—	`conf`	Exchangeability martingales for selecting features in anomaly detection. COPA Giovanni Cherubin, Adrian Baldwin, Jonathan Griffin
2017	J	`jnl`	Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses. CoRR Giovanni Cherubin
2017	J	`jnl`	Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses. Proc. Priv. Enhancing Technol. Giovanni Cherubin
2017	J	`jnl`	Website Fingerprinting Defenses at the Application Layer. Proc. Priv. Enhancing Technol. Giovanni Cherubin, Jamie Hayes, Marc Juarez
2016	—	`conf`	Hidden Markov Models with Confidence. COPA Giovanni Cherubin, Ilia Nouretdinov
2015	—	`conf`	Conformal Clustering and Its Application to Botnet Traffic. SLDS Giovanni Cherubin, Ilia Nouretdinov, Alexander Gammerman, Roberto Jordaney, Zhi Wang, Davide Papini, Lorenzo Cavallaro