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Analyzing Leakage of Personally Identifiable Information in Language Models


Feb 01, 2023
Nils Lukas, Ahmed Salem, Robert Sim, Shruti Tople, Lukas Wutschitz, Santiago Zanella-Béguelin

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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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Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe


Oct 25, 2022
Xiang Yue, Huseyin A. Inan, Xuechen Li, Girish Kumar, Julia McAnallen, Huan Sun, David Levitan, Robert Sim

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Privacy Leakage in Text Classification: A Data Extraction Approach


Jun 09, 2022
Adel Elmahdy, Huseyin A. Inan, Robert Sim

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* 8 pages, 4 tables. Accepted at NAACL 2022 Workshop on Privacy in NLP (PrivateNLP) 

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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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UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis


Oct 01, 2021
Fatemehsadat Mireshghallah, Vaishnavi Shrivastava, Milad Shokouhi, Taylor Berg-Kirkpatrick, Robert Sim, Dimitrios Dimitriadis

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On Privacy and Confidentiality of Communications in Organizational Graphs


May 27, 2021
Masoumeh Shafieinejad, Huseyin Inan, Marcello Hasegawa, Robert Sim

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* 10 pages 

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Privacy Regularization: Joint Privacy-Utility Optimization in Language Models


Mar 12, 2021
Fatemehsadat Mireshghallah, Huseyin A. Inan, Marcello Hasegawa, Victor Rühle, Taylor Berg-Kirkpatrick, Robert Sim

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* NAACL-HLT 2021 Paper 

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