Xinyu Tang

I am a fifth-year Ph.D. student at Princeton University advsided by Prof. Prateek Mittal. My current research interests focus on privacy in machine learning. I obtained a Bachelor's degree from University of Science and Technology of China in 2019.

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xinyut [at] princeton [dot] edu

Research

(* indicates equal contribution.)

Private Fine-tuning of Large Language Models with Zeroth-order Optimization, Arxiv 2024

Xinyu Tang*, Ashwinee Panda*, Milad Nasr, Saeed Mahloujifar, Prateek Mittal

Paper

Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation, ICLR 2024

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

Paper / Code

Differentially Private Image Classification by Learning Priors from Random Processes, NeurIPS 2023 (Spotlight)

Xinyu Tang*, Ashwinee Panda*, Vikash Sehwag, Prateek Mittal

Paper / Code / Twitter

Effectively Using Public Data in Privacy Preserving Machine Learning, ICML 2023

Milad Nasr, Saeed Mahloujifar, Xinyu Tang, Prateek Mittal, Amir Houmansadr

Paper / Video

A New Linear Scaling Rule for Differentially Private Hyperparameter Optimization, Arxiv 2022

Ashwinee Panda*, Xinyu Tang*, Vikash Sehwag, Saeed Mahloujifar, Prateek Mittal

Paper / Code / Video

Machine Learning with Differentially Private Labels: Mechanisms and Frameworks, PETS 2022

Xinyu Tang, Milad Nasr, Saeed Mahloujifar, Virat Shejwalkar, Liwei Song, Amir Houmansadr, Prateek Mittal

Paper / Code / Video

Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture, USENIX Security 2022

Xinyu Tang, Saeed Mahloujifar, Liwei Song, Virat Shejwalkar, Milad Nasr, Amir Houmansadr, Prateek Mittal

Paper / Code / Video


Thank Dr. Jon Barron for sharing the source code of his personal page.