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TrojanPuzzle: Covertly Poisoning Code-Suggestion Models


Jan 06, 2023
Hojjat Aghakhani, Wei Dai, Andre Manoel, Xavier Fernandes, Anant Kharkar, Christopher Kruegel, Giovanni Vigna, David Evans, Ben Zorn, Robert Sim

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Federated Multilingual Models for Medical Transcript Analysis


Nov 04, 2022
Andre Manoel, Mirian Hipolito Garcia, Tal Baumel, Shize Su, Jialei Chen, Dan Miller, Danny Karmon, Robert Sim, Dimitrios Dimitriadis

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Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning


Apr 27, 2022
Yae Jee Cho, Andre Manoel, Gauri Joshi, Robert Sim, Dimitrios Dimitriadis

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* To appear in the proceedings of the 31st International Joint Conference on Artificial Intelligence (IJCAI 2022) 

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FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations


Mar 25, 2022
Dimitrios Dimitriadis, Mirian Hipolito Garcia, Daniel Madrigal Diaz, Andre Manoel, Robert Sim

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* 13 Pages, 5 Figures, 8 Tables 

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Differentially Private Fine-tuning of Language Models


Oct 13, 2021
Da Yu, Saurabh Naik, Arturs Backurs, Sivakanth Gopi, Huseyin A. Inan, Gautam Kamath, Janardhan Kulkarni, Yin Tat Lee, Andre Manoel, Lukas Wutschitz, Sergey Yekhanin, Huishuai Zhang

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Federated Survival Analysis with Discrete-Time Cox Models


Jun 16, 2020
Mathieu Andreux, Andre Manoel, Romuald Menuet, Charlie Saillard, Chloé Simpson

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* 21 pages, 6 figures 

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Efficient Per-Example Gradient Computations in Convolutional Neural Networks


Dec 12, 2019
Gaspar Rochette, Andre Manoel, Eric W. Tramel

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Entropy and mutual information in models of deep neural networks


Oct 29, 2018
Marylou Gabrié, Andre Manoel, Clément Luneau, Jean Barbier, Nicolas Macris, Florent Krzakala, Lenka Zdeborová

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Approximate message-passing for convex optimization with non-separable penalties


Sep 17, 2018
Andre Manoel, Florent Krzakala, Gaël Varoquaux, Bertrand Thirion, Lenka Zdeborová

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* 18 pages, 6 figures 

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Streaming Bayesian inference: theoretical limits and mini-batch approximate message-passing


Jun 02, 2017
Andre Manoel, Florent Krzakala, Eric W. Tramel, Lenka Zdeborová

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* 2017 55th Annual Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, USA, 2017, pp. 1048-1055 
* 19 pages, 4 figures 

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