Linyi Li

SoK: Certified Robustness for Deep Neural Networks

Linyi Li, Tao Xie, Bo Li · 2023 · 104 citations

Artificial Intelligence, Deep Neural Networks, Engineering +14

TSS: Transformation-Specific Smoothing for Robustness Certification

Linyi Li, Maurice Weber, Xiaojun Xu et al. · 2021 · 21 citations

Artificial Intelligence, Engineering, Machine Learning +19

TRS: Transferability Reduced Ensemble via Promoting Gradient Diversity and Model Smoothness

Zhuolin Yang, Linyi Li, Xiaojun Xu et al. · Neural Information Processing Systems · 2021 · 16 citations

Model Smoothness, Engineering, Machine Learning +9

A Model-Based Framework for Cloud API Testing

Junyi Wang, Xiaoying Bai, Linyi Li et al. · 2017 · 14 citations

Web Service Specification, Engineering, Software Engineering +19

Robustra: Training Provable Robust Neural Networks over Reference Adversarial Space

Linyi Li, Zexuan Zhong, Bo Li et al. · 2019 · 13 citations · Full text

Artificial Intelligence, Error Bound, Provable Error Bound +13