MT-spike: A multilayer time-based spiking neuromorphic architecture with temporal error backpropagation. - Tao Liu 023; Zihao Liu; Fuhong Lin; Yier Jin; Gang Quan; Wujie Wen (ICCAD, 2017)

A fast and ultra low power time-based spiking neuromorphic architecture for embedded applications. - Tao Liu 023; Wujie Wen (ISQED, 2017)

PT-spike: A precise-time-dependent single spike neuromorphic architecture with efficient supervised learning. - Tao Liu 023; Lei Jiang 001; Yier Jin; Gang Quan; Wujie Wen (ASP-DAC, 2018)

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)

DeepN-JPEG: a deep neural network favorable JPEG-based image compression framework. - Zihao Liu; Tao Liu 023; Wujie Wen; Lei Jiang 001; Jie Xu 001; Yanzhi Wang; Gang Quan (DAC, 2018)

SIN2: Stealth infection on neural network - A low-cost agile neural Trojan attack methodology. - Tao Liu 023; Wujie Wen; Yier Jin (HOST, 2018)

An ECC-Free MLC STT-RAM Based Approximate Memory Design for Multimedia Applications. - Zihao Liu; Tao Liu 023; Jie Guo 002; Nansong Wu; Wujie Wen (ISVLSI, 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)

TriZone: A Design of MLC STT-RAM Cache for Combined Performance, Energy, and Reliability Optimizations. - Zihao Liu; Mengjie Mao; Tao Liu 023; Xue Wang; Wujie Wen; Yiran Chen 001; Hai Li 001; Danghui Wang; Yukui Pei; Ning Ge 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 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)

A Fault-Tolerant Neural Network Architecture. - Tao Liu 023; Wujie Wen; Lei Jiang 001; Yanzhi Wang; Chengmo Yang; Gang Quan (DAC, 2019)

Making the Fault-Tolerance of Emerging Neural Network Accelerators Scalable. - Tao Liu 023; Wujie Wen (ICCAD, 2019)

Deep-evasion: Turn deep neural network into evasive self-contained cyber-physical malware: poster. - Tao Liu 023; Wujie Wen (WiSec, 2019)

Thread Batching for High-performance Energy-efficient GPU Memory Design. - Bing Li 017; Mengjie Mao; Xiaoxiao Liu 001; Tao Liu 023; Zihao Liu; Wujie Wen; Yiran Chen 001; Hai (Helen) Li (ACM J. Emerg. Technol. Comput. Syst., 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)

Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation. - Xiaolong Ma; Geng Yuan; Sheng Lin 001; Caiwen Ding; Fuxun Yu; Tao Liu 023; Wujie Wen; Xiang Chen 010; Yanzhi Wang (ASP-DAC, 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)

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)

FPT-spike: a flexible precise-time-dependent single-spike neuromorphic computing architecture. - Tao Liu 023; Gang Quan; Wujie Wen (CCF Trans. High Perform. Comput., 2020)

SAC: A Novel Multi-hop Routing Policy in Hybrid Distributed IoT System based on Multi-agent Reinforcement Learning. - Wen Zhang; Tao Liu 023; Mimi Xie; Jeff Jun Zhang; Chen Pan (ISQED, 2021)

Lightweight End-to-End Neural Network Model for Automatic Heart Sound Classification. - Tao Liu 023; Yibo Yin; Kainan Ma; Sitao Zhang; Ming Liu (Inf., 2021)

Energy Harvesting Aware Multi-Hop Routing Policy in Distributed IoT System Based on Multi-Agent Reinforcement Learning. - Wen Zhang; Tao Liu 023; Mimi Xie; Longzhuang Li; Dulal C. Kar; Chen Pan (ASP-DAC, 2022)

M2M-Routing: Environmental Adaptive Multi-agent Reinforcement Learning based Multi-hop Routing Policy for Self-Powered IoT Systems. - Wen Zhang; Jeff Zhang 001; Mimi Xie; Tao Liu 023; Wenlu Wang; Chen Pan (DATE, 2022)

SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference. - Ran Ran; Xinwei Luo; Wei Wang; Tao Liu 023; Gang Quan; Xiaolin Xu 001; Caiwen Ding; Wujie Wen (ICML, 2023)

Penguin: Parallel-Packed Homomorphic Encryption for Fast Graph Convolutional Network Inference. - Ran Ran; Nuo Xu; Tao Liu 023; Wei Wang; Gang Quan; Wujie Wen (NeurIPS, 2023)

Auto-ISP: An Efficient Real-Time Automatic Hyperparameter Optimization Framework for ISP Hardware System. - Jiaming Liu; Zihao Liu; Xuan Huang; Ruoxi Zhu; Qi Zheng 004; Zhijian Hao; Tao Liu 023; Jun Tao 001; Yibo Fan (DAC, 2024)

Intelligent Networking for Energy Harvesting Powered IoT Systems. - Wen Zhang; Chen Pan; Tao Liu 023; Jeff Jun Zhang; Mehdi Sookhak; Mimi Xie (ACM Trans. Sens. Networks, 2024)

Frequency-Biased Synergistic Design for Image Compression and Compensation. - Jiaming Liu; Qi Zheng 004; Zihao Liu; Yilian Zhong; Peiye Liu; Tao Liu 023; Shusong Xu; Yanheng Lu; Sicheng Li 001; Dimin Niu; Yibo Fan (CVPR, 2025)