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Luca Melis

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ReMasker: Imputing Tabular Data with Masked Autoencoding

Sep 25, 2023
Tianyu Du, Luca Melis, Ting Wang

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Federated Linear Contextual Bandits with User-level Differential Privacy

Jun 09, 2023
Ruiquan Huang, Huanyu Zhang, Luca Melis, Milan Shen, Meisam Hajzinia, Jing Yang

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EXACT: Extensive Attack for Split Learning

May 25, 2023
Xinchi Qiu, Ilias Leontiadis, Luca Melis, Alex Sablayrolles, Pierre Stock

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FEL: High Capacity Learning for Recommendation and Ranking via Federated Ensemble Learning

Jun 07, 2022
Meisam Hejazinia, Dzmitry Huba, Ilias Leontiadis, Kiwan Maeng, Mani Malek, Luca Melis, Ilya Mironov, Milad Nasr, Kaikai Wang, Carole-Jean Wu

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Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity

May 30, 2022
Kiwan Maeng, Haiyu Lu, Luca Melis, John Nguyen, Mike Rabbat, Carole-Jean Wu

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Differentially Private Query Release Through Adaptive Projection

Mar 11, 2021
Sergul Aydore, William Brown, Michael Kearns, Krishnaram Kenthapadi, Luca Melis, Aaron Roth, Ankit Siva

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Adversarial Robustness with Non-uniform Perturbations

Feb 24, 2021
Ecenaz Erdemir, Jeffrey Bickford, Luca Melis, Sergul Aydore

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Exploiting Unintended Feature Leakage in Collaborative Learning

Nov 01, 2018
Luca Melis, Congzheng Song, Emiliano De Cristofaro, Vitaly Shmatikov

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Building and Measuring Privacy-Preserving Predictive Blacklists

Oct 08, 2018
Luca Melis, Apostolos Pyrgelis, Emiliano De Cristofaro

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