Liang Shi

LDP-IDS: Local Differential Privacy for Infinite Data Streams

2022 · Proceedings of the 2022 International Conference on Management of Data

Local differential privacy (LDP) is promising for private streaming data collection and analysis. However, existing few LDP studies over streams either apply to finite streams only or may suffer from insufficient protection. This paper investigates …

A photonic chip-based machine learning approach for the prediction of molecular properties

2022 · arXiv (Cornell University)

Machine learning methods have revolutionized the discovery process of new molecules and materials. However, the intensive training process of neural networks for molecules with ever-increasing complexity has resulted in exponential growth in computation cost, leading …