Majority vote ensembles of conformal predictors von Cherubin, Giovanni

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Reconstructing Training Data with Informed Adversaries von Balle, Borja, Cherubin, Giovanni, Hayes, Jamie

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Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses von Cherubin, Giovanni

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F-BLEAU: Fast Black-Box Leakage Estimation von Cherubin, Giovanni, Chatzikokolakis, Konstantinos, Palamidessi, Catuscia

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Disparate Vulnerability to Membership Inference Attacks von Kulynych, Bogdan, Yaghini, Mohammad, Cherubin, Giovanni, Veale, Michael, Troncoso, Carmela

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SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning von Salem, Ahmed, Cherubin, Giovanni, Evans, David, Kopf, Boris, Paverd, Andrew, Suri, Anshuman, Tople, Shruti, Zanella-Beguelin, Santiago

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Website Fingerprinting Defenses at the Application Layer von Cherubin, Giovanni, Hayes, Jamie, Juarez, Marc

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Hidden Markov Models with Confidence von Cherubin, Giovanni, Nouretdinov, Ilia

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Bayes, not Na\"ive: Security Bounds on Website Fingerprinting Defenses von Cherubin, Giovanni

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Bayes Security: A Not So Average Metric von Chatzikokolakis, Konstantinos, Cherubin, Giovanni, Palamidessi, Catuscia, Troncoso, Carmela

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Reconstructing Training Data with Informed Adversaries von Balle, Borja, Cherubin, Giovanni, Hayes, Jamie

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Exact Optimization of Conformal Predictors via Incremental and Decremental Learning von Cherubin, Giovanni, Chatzikokolakis, Konstantinos, Jaggi, Martin

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Are you still on track!? Catching LLM Task Drift with Activations von Abdelnabi, Sahar, Fay, Aideen, Cherubin, Giovanni, Salem, Ahmed, Fritz, Mario, Paverd, Andrew

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F-BLEAU: Fast Black-box Leakage Estimation von Cherubin, Giovanni, Chatzikokolakis, Konstantinos, Palamidessi, Catuscia

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Closed-Form Bounds for DP-SGD against Record-level Inference von Cherubin, Giovanni, Köpf, Boris, Paverd, Andrew, Tople, Shruti, Wutschitz, Lukas, Zanella-Béguelin, Santiago

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Approximating Full Conformal Prediction at Scale via Influence Functions von Abad, Javier, Bhatt, Umang, Weller, Adrian, Cherubin, Giovanni

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Conformal Clustering and Its Application to Botnet Traffic von Cherubin, Giovanni, Nouretdinov, Ilia, Gammerman, Alexander, Jordaney, Roberto, Wang, Zhi, Papini, Davide, Cavallaro, Lorenzo

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Bayes, not Naïve: Security Bounds on Website Fingerprinting Defenses von Cherubin, Giovanni

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SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning von Salem, Ahmed, Cherubin, Giovanni, Evans, David, Köpf, Boris, Paverd, Andrew, Suri, Anshuman, Tople, Shruti, Zanella-Béguelin, Santiago

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Reconstructing Training Data with Informed Adversaries von Balle, Borja, Cherubin, Giovanni, Hayes, Jamie

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