Security analysis and enhancement of model compressed deep learning systems under adversarial attacks. - Qi Liu 017; Tao Liu 023; Zihao Liu; Yanzhi Wang; Yier Jin; Wujie Wen (ASP-DAC, 2018)

Enhancing the Robustness of Deep Neural Networks from "Smart" Compression. - Tao Liu 023; Zihao Liu; Qi Liu 017; Wujie Wen (ISVLSI, 2018)

Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples. - Zihao Liu; Qi Liu 017; Tao Liu 023; Yanzhi Wang; Wujie Wen (CoRR, 2018)

A system-level perspective to understand the vulnerability of deep learning systems. - Tao Liu 023; Nuo Xu; Qi Liu 017; Yanzhi Wang; Wujie Wen (ASP-DAC, 2019)

Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples. - Zihao Liu; Qi Liu 017; Tao Liu 023; Nuo Xu; Xue Lin 001; Yanzhi Wang; Wujie Wen (CVPR, 2019)

Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds. - Zihao Liu; Xiaowei Xu 004; Tao Liu 023; Qi Liu 017; Yanzhi Wang; Yiyu Shi 001; Wujie Wen; Meiping Huang; Haiyun Yuan; Jian Zhuang (CVPR, 2019)

StegoNet: Turn Deep Neural Network into a Stegomalware. - Tao Liu 023; Zihao Liu; Qi Liu 017; Wujie Wen; Wenyao Xu; Ming Li 003 (ACSAC, 2020)

Monitoring the Health of Emerging Neural Network Accelerators with Cost-effective Concurrent Test. - Qi Liu 017; Tao Liu 023; Zihao Liu; Wujie Wen; Chengmo Yang (DAC, 2020)

Stealing Your Data from Compressed Machine Learning Models. - Nuo Xu; Qi Liu 017; Tao Liu 023; Zihao Liu; Xiaochen Guo; Wujie Wen (DAC, 2020)

Concurrent Weight Encoding-based Detection for Bit-Flip Attack on Neural Network Accelerators. - Qi Liu 017; Wujie Wen; Yanzhi Wang (ICCAD, 2020)

Defending Deep Learning-Based Biomedical Image Segmentation from Adversarial Attacks: A Low-Cost Frequency Refinement Approach. - Qi Liu 017; Han Jiang; Tao Liu 023; Zihao Liu; Sicheng Li 001; Wujie Wen; Yiyu Shi 001 (MICCAI (4), 2020)

Orchestrating Medical Image Compression and Remote Segmentation Networks. - Zihao Liu; Sicheng Li 001; Yen-Kuang Chen; Tao Liu 023; Qi Liu 017; Xiaowei Xu 004; Yiyu Shi 001; Wujie Wen (MICCAI (4), 2020)

Neural Pruning Search for Real-Time Object Detection of Autonomous Vehicles. - Pu Zhao 001; Geng Yuan; Yuxuan Cai 001; Wei Niu 002; Qi Liu 017; Wujie Wen; Bin Ren; Yanzhi Wang; Xue Lin 001 (DAC, 2021)

Safeguarding the Intelligence of Neural Networks with Built-in Light-weight Integrity MArks (LIMA). - Fateme S. Hosseini; Qi Liu 017; Fanruo Meng; Chengmo Yang; Wujie Wen (HOST, 2021)

NeuroPots: Realtime Proactive Defense against Bit-Flip Attacks in Neural Networks. - Qi Liu 017; Jieming Yin; Wujie Wen; Chengmo Yang; Shi Sha (USENIX Security Symposium, 2023)

Model Compression Hardens Deep Neural Networks: A New Perspective to Prevent Adversarial Attacks. - Qi Liu 017; Wujie Wen (IEEE Trans. Neural Networks Learn. Syst., 2023)

Ants: Attacking Spatial Temporal Graph Learning Networks Structurally. - Ran Ran; Qi Liu 017; Nuo Xu; Ning Sui; Wujie Wen (COMPSAC, 2024)