Planting and Mitigating Memorized Content in Predictive-Text Language Models. - C. M. Downey; Wei Dai 007; Huseyin A. Inan; Kim Laine; Saurabh Naik; Tomasz Religa (CoRR, 2022)

Differentially Private Fine-tuning of Language Models. - Da Yu; Saurabh Naik; Arturs Backurs; Sivakanth Gopi; Huseyin A. Inan; Gautam Kamath 001; Janardhan Kulkarni; Yin Tat Lee; Andre Manoel; Lukas Wutschitz; Sergey Yekhanin; Huishuai Zhang (J. Priv. Confidentiality, 2024)

Selective Pre-training for Private Fine-tuning. - Da Yu; Sivakanth Gopi; Janardhan Kulkarni; Zinan Lin 001; Saurabh Naik; Tomasz Lukasz Religa; Jian Yin 001; Huishuai Zhang (Trans. Mach. Learn. Res., 2024)