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Tao Liu 0023
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Publications
- 2023
- [c21]Ran Ran, Xinwei Luo, Wei Wang, Tao Liu, Gang Quan, Xiaolin Xu, Caiwen Ding, Wujie Wen:
SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference. ICML 2023: 28718-28728 - 2021
- [j4]Tao Liu, Yibo Yin, Kainan Ma, Sitao Zhang, Ming Liu:
Lightweight End-to-End Neural Network Model for Automatic Heart Sound Classification. Inf. 12(2): 54 (2021) - 2020
- [j3]Tao Liu, Gang Quan, Wujie Wen:
FPT-spike: a flexible precise-time-dependent single-spike neuromorphic computing architecture. CCF Trans. High Perform. Comput. 2(3): 254-271 (2020) - [c20]Tao Liu, Zihao Liu, Qi Liu, Wujie Wen, Wenyao Xu, Ming Li:
StegoNet: Turn Deep Neural Network into a Stegomalware. ACSAC 2020: 928-938 - [c19]Xiaolong Ma, Geng Yuan, Sheng Lin, Caiwen Ding, Fuxun Yu, Tao Liu, Wujie Wen, Xiang Chen, Yanzhi Wang:
Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation. ASP-DAC 2020: 301-306 - [c18]Qi Liu, Tao Liu, Zihao Liu, Wujie Wen, Chengmo Yang:
Monitoring the Health of Emerging Neural Network Accelerators with Cost-effective Concurrent Test. DAC 2020: 1-6 - [c17]Nuo Xu, Qi Liu, Tao Liu, Zihao Liu, Xiaochen Guo, Wujie Wen:
Stealing Your Data from Compressed Machine Learning Models. DAC 2020: 1-6 - [c16]Qi Liu, Han Jiang, Tao Liu, Zihao Liu, Sicheng Li, Wujie Wen, Yiyu Shi:
Defending Deep Learning-Based Biomedical Image Segmentation from Adversarial Attacks: A Low-Cost Frequency Refinement Approach. MICCAI (4) 2020: 342-351 - [c15]Zihao Liu, Sicheng Li, Yen-Kuang Chen, Tao Liu, Qi Liu, Xiaowei Xu, Yiyu Shi, Wujie Wen:
Orchestrating Medical Image Compression and Remote Segmentation Networks. MICCAI (4) 2020: 406-416 - 2019
- [j2]Bing Li, Mengjie Mao, Xiaoxiao Liu, Tao Liu, Zihao Liu, Wujie Wen, Yiran Chen, Hai (Helen) Li:
Thread Batching for High-performance Energy-efficient GPU Memory Design. ACM J. Emerg. Technol. Comput. Syst. 15(4): 39:1-39:21 (2019) - [c14]Tao Liu, Nuo Xu, Qi Liu, Yanzhi Wang, Wujie Wen:
A system-level perspective to understand the vulnerability of deep learning systems. ASP-DAC 2019: 506-511 - [c13]Zihao Liu, Qi Liu, Tao Liu, Nuo Xu, Xue Lin, Yanzhi Wang, Wujie Wen:
Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples. CVPR 2019: 860-868 - [c12]Zihao Liu, Xiaowei Xu, Tao Liu, Qi Liu, Yanzhi Wang, Yiyu Shi, Wujie Wen, Meiping Huang, Haiyun Yuan, Jian Zhuang:
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds. CVPR 2019: 12687-12696 - [c11]Tao Liu, Wujie Wen, Lei Jiang, Yanzhi Wang, Chengmo Yang, Gang Quan:
A Fault-Tolerant Neural Network Architecture. DAC 2019: 55 - [c10]Tao Liu, Wujie Wen:
Making the Fault-Tolerance of Emerging Neural Network Accelerators Scalable. ICCAD 2019: 1-5 - [c9]Tao Liu, Wujie Wen:
Deep-evasion: Turn deep neural network into evasive self-contained cyber-physical malware: poster. WiSec 2019: 320-321 - [i8]Zihao Liu, Xiaowei Xu, Tao Liu, Qi Liu, Yanzhi Wang, Yiyu Shi, Wujie Wen, Meiping Huang, Haiyun Yuan, Jian Zhuang:
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds. CoRR abs/1904.08487 (2019) - [i7]Bing Li, Mengjie Mao, Xiaoxiao Liu, Tao Liu, Zihao Liu, Wujie Wen, Yiran Chen, Hai Helen Li:
Thread Batching for High-performance Energy-efficient GPU Memory Design. CoRR abs/1906.05922 (2019) - [i6]Xiaolong Ma, Geng Yuan, Sheng Lin, Caiwen Ding, Fuxun Yu, Tao Liu, Wujie Wen, Xiang Chen, Yanzhi Wang:
Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation. CoRR abs/1908.10017 (2019) - 2018
- [j1]Zihao Liu, Mengjie Mao, Tao Liu, Xue Wang, Wujie Wen, Yiran Chen, Hai Li, Danghui Wang, Yukui Pei, Ning Ge:
TriZone: A Design of MLC STT-RAM Cache for Combined Performance, Energy, and Reliability Optimizations. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37(10): 1985-1998 (2018) - [c8]Tao Liu, Lei Jiang, Yier Jin, Gang Quan, Wujie Wen:
PT-spike: A precise-time-dependent single spike neuromorphic architecture with efficient supervised learning. ASP-DAC 2018: 568-573 - [c7]Qi Liu, Tao Liu, Zihao Liu, Yanzhi Wang, Yier Jin, Wujie Wen:
Security analysis and enhancement of model compressed deep learning systems under adversarial attacks. ASP-DAC 2018: 721-726 - [c6]Zihao Liu, Tao Liu, Wujie Wen, Lei Jiang, Jie Xu, Yanzhi Wang, Gang Quan:
DeepN-JPEG: a deep neural network favorable JPEG-based image compression framework. DAC 2018: 18:1-18:6 - [c5]Tao Liu, Wujie Wen, Yier Jin:
SIN2: Stealth infection on neural network - A low-cost agile neural Trojan attack methodology. HOST 2018: 227-230 - [c4]Zihao Liu, Tao Liu, Jie Guo, Nansong Wu, Wujie Wen:
An ECC-Free MLC STT-RAM Based Approximate Memory Design for Multimedia Applications. ISVLSI 2018: 142-147 - [c3]Tao Liu, Zihao Liu, Qi Liu, Wujie Wen:
Enhancing the Robustness of Deep Neural Networks from "Smart" Compression. ISVLSI 2018: 528-532 - [i5]Qi Liu, Tao Liu, Zihao Liu, Yanzhi Wang, Yier Jin, Wujie Wen:
Security Analysis and Enhancement of Model Compressed Deep Learning Systems under Adversarial Attacks. CoRR abs/1802.05193 (2018) - [i4]Tao Liu, Lei Jiang, Yier Jin, Gang Quan, Wujie Wen:
PT-Spike: A Precise-Time-Dependent Single Spike Neuromorphic Architecture with Efficient Supervised Learning. CoRR abs/1803.05109 (2018) - [i3]Tao Liu, Zihao Liu, Fuhong Lin, Yier Jin, Gang Quan, Wujie Wen:
MT-Spike: A Multilayer Time-based Spiking Neuromorphic Architecture with Temporal Error Backpropagation. CoRR abs/1803.05117 (2018) - [i2]Zihao Liu, Qi Liu, Tao Liu, Yanzhi Wang, Wujie Wen:
Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples. CoRR abs/1803.05787 (2018) - [i1]Zihao Liu, Tao Liu, Wujie Wen, Lei Jiang, Jie Xu, Yanzhi Wang, Gang Quan:
DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework. CoRR abs/1803.05788 (2018) - 2017
- [c2]Tao Liu, Zihao Liu, Fuhong Lin, Yier Jin, Gang Quan, Wujie Wen:
MT-spike: A multilayer time-based spiking neuromorphic architecture with temporal error backpropagation. ICCAD 2017: 450-457 - [c1]Tao Liu, Wujie Wen:
A fast and ultra low power time-based spiking neuromorphic architecture for embedded applications. ISQED 2017: 19-22
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