Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics. - Xi Wu 001; Fengan Li; Arun Kumar 001; Kamalika Chaudhuri; Somesh Jha; Jeffrey F. Naughton (SIGMOD Conference, 2017)

When Lempel-Ziv-Welch Meets Machine Learning: A Case Study of Accelerating Machine Learning using Coding. - Fengan Li; Lingjiao Chen; Arun Kumar 001; Jeffrey F. Naughton; Jignesh M. Patel; Xi Wu 001 (CoRR, 2017)

Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent. - Fengan Li; Lingjiao Chen; Yijing Zeng; Arun Kumar 001; Xi Wu 001; Jeffrey F. Naughton; Jignesh M. Patel (SIGMOD Conference, 2019)