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Huseyin A. Inan

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Differentially Private Training of Mixture of Experts Models

Feb 11, 2024
Pierre Tholoniat, Huseyin A. Inan, Janardhan Kulkarni, Robert Sim

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Privately Aligning Language Models with Reinforcement Learning

Oct 25, 2023
Fan Wu, Huseyin A. Inan, Arturs Backurs, Varun Chandrasekaran, Janardhan Kulkarni, Robert Sim

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Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation

Sep 21, 2023
Xinyu Tang, Richard Shin, Huseyin A. Inan, Andre Manoel, Fatemehsadat Mireshghallah, Zinan Lin, Sivakanth Gopi, Janardhan Kulkarni, Robert Sim

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Planting and Mitigating Memorized Content in Predictive-Text Language Models

Dec 16, 2022
C. M. Downey, Wei Dai, Huseyin A. Inan, Kim Laine, Saurabh Naik, Tomasz Religa

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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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When Does Differentially Private Learning Not Suffer in High Dimensions?

Jul 09, 2022
Xuechen Li, Daogao Liu, Tatsunori Hashimoto, Huseyin A. Inan, Janardhan Kulkarni, Yin Tat Lee, Abhradeep Guha Thakurta

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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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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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Membership Inference on Word Embedding and Beyond

Jun 21, 2021
Saeed Mahloujifar, Huseyin A. Inan, Melissa Chase, Esha Ghosh, Marcello Hasegawa

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