Ying Liu

11 papers Journal 6Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
A 22-nm Residual Spiking Neural Network Chip Based on Sparsity-Adaptive In-Memory Computing and a Spike-Driven Architecture.
IEEE J. Solid State Circuits
Ying Liu, Ninghui Shang, Tianhao Zhao, Peiyu Chen, Tianyu Jia, Zhixuan Wang, Yufei Ma, Le Ye
2025 — conf
13.1 A 0.22mm2 161nW Noise-Robust Voice-Activity Detection Using Information-Aware Data Compression and Neuromorphic Spatial-Temporal Feature Extraction.
ISSCC
Ying Liu, Jie Li, Qining Zhang, Tianhao Zhao, Chenhao Shi, Ninghui Shang, Peiyu Chen, Xiaohuan Ge, Yufei Ma, Linxiao Shen, Zhixuan Wang, Ru Huang, Le Ye
2024 — conf
30.2 A 22nm 0.26nW/Synapse Spike-Driven Spiking Neural Network Processing Unit Using Time-Step-First Dataflow and Sparsity-Adaptive In-Memory Computing.
ISSCC
Ying Liu, Yufei Ma, Ninghui Shang, Tianhao Zhao, Peiyu Chen, Meng Wu, Jiayoon Ru, Tianyu Jia, Le Ye, Zhixuan Wang, Ru Huang
2024 J jnl
Sparsity-Aware In-Memory Neuromorphic Computing Unit With Configurable Topology of Hybrid Spiking and Artificial Neural Network.
IEEE Trans. Circuits Syst. I Regul. Pap.
Ying Liu, Zhiyuan Chen, Wentao Zhao, Tianhao Zhao, Tianyu Jia, Zhixuan Wang, Ru Huang, Le Ye, Yufei Ma
2023 — conf
A A 22nm 0.43pJ/SOP Sparsity-Aware In-Memory Neuromorphic Computing System with Hybrid Spiking and Artificial Neural Network and Configurable Topology.
CICC
Ying Liu, Zhiyuan Chen, Zhixuan Wang, Wentao Zhao, Wei He, Jianfeng Zhu, Oijun Wang, Ning Zhang, Tianyu Jia, Yufei Ma, Le Ye, Ru Huang
2023 J jnl
An 82-nW 0.53-pJ/SOP Clock-Free Spiking Neural Network With 40-μs Latency for AIoT Wake-Up Functions Using a Multilevel-Event-Driven Bionic Architecture and Computing-in-Memory Technique.
IEEE Trans. Circuits Syst. I Regul. Pap.
Ying Liu, Yufei Ma, Wei He, Zhixuan Wang, Linxiao Shen, Jiayoon Ru, Ru Huang, Le Ye
2023 J jnl
Research progress on low-power artificial intelligence of things (AIoT) chip design.
Sci. China Inf. Sci.
Le Ye, Zhixuan Wang, Tianyu Jia, Yufei Ma, Linxiao Shen, Yihan Zhang, Heyi Li, Peiyu Chen, Meng Wu, Ying Liu, Yiqi Jing, Hao Zhang, Ru Huang
2022 — conf
An 82nW 0.53pJ/SOP Clock-Free Spiking Neural Network with 40µs Latency for AloT Wake-Up Functions Using Ultimate-Event-Driven Bionic Architecture and Computing-in-Memory Technique.
ISSCC
Ying Liu, Zhixuan Wang, Wei He, Linxiao Shen, Yihan Zhang, Peiyu Chen, Meng Wu, Hao Zhang, Peng Zhou, Jinguang Liu, Guangyu Sun, Jiayoon Ru, Le Ye, Ru Huang
2021 — conf
12.1 A 148nW General-Purpose Event-Driven Intelligent Wake-Up Chip for AIoT Devices Using Asynchronous Spike-Based Feature Extractor and Convolutional Neural Network.
ISSCC
Zhixuan Wang, Le Ye, Ying Liu, Peng Zhou, Zhichao Tan, Haitao Fan, Yihan Zhang, Jiayoon Ru, Yangyuan Wang, Ru Huang
2021 J jnl
A 148-nW Reconfigurable Event-Driven Intelligent Wake-Up System for AIoT Nodes Using an Asynchronous Pulse-Based Feature Extractor and a Convolutional Neural Network.
IEEE J. Solid State Circuits
Zhixuan Wang, Ying Liu, Peng Zhou, Zhichao Tan, Haitao Fan, Yihan Zhang, Linxiao Shen, Jiayoon Ru, Yangyuan Wang, Le Ye, Ru Huang
2021 J jnl
The Challenges and Emerging Technologies for Low-Power Artificial Intelligence IoT Systems.
IEEE Trans. Circuits Syst. I Regul. Pap.
Le Ye, Zhixuan Wang, Ying Liu, Peiyu Chen, Heyi Li, Hao Zhang, Meng Wu, Wei He, Linxiao Shen, Yihan Zhang, Zhichao Tan, Yangyuan Wang, Ru Huang