Sijia Liu

Sensor Selection for Estimation with Correlated Measurement Noise

Sijia Liu, Sundeep Prabhakar Chepuri, Makan Fardad et al. · IEEE Transactions on Signal Processing · 2016 · 189 citations · Full text

Engineering, Measurement, Noise Correlation +16

Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning

Tianlong Chen, Sijia Liu, Shiyu Chang et al. · 2020 · 176 citations

Artificial Intelligence, Data Augmentation, Pre-training +14

A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications

Sijia Liu, Pin‐Yu Chen, Bhavya Kailkhura et al. · IEEE Signal Processing Magazine · 2020 · 161 citations

Artificial Intelligence, Engineering, Machine Learning +17

On the Convergence of A Class of Adam-Type Algorithms for Non-Convex\n Optimization

Xiangyi Chen, Sijia Liu, Ruoyu Sun et al. · arXiv (Cornell University) · 2018 · 117 citations · Full text

On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization

Xiangyi Chen, Sijia Liu, Ruoyu Sun et al. · arXiv (Cornell University) · 2018 · 93 citations · Full text

Mathematical Programming, Artificial Intelligence, Engineering +19