An N-way group association architecture and sparse data group association load balancing algorithm for sparse CNN accelerators. - Jingyu Wang 004; Zhe Yuan; Ruoyang Liu; Huazhong Yang; Yongpan Liu (ASP-DAC, 2019)

A Sparse-Adaptive CNN Processor with Area/Performance balanced N-Way Set-Associate PE Arrays Assisted by a Collision-Aware Scheduler. - Zhe Yuan; Jingyu Wang 004; Yixiong Yang; Jinshan Yue; Zhibo Wang 004; Xiaoyu Feng; Yanzhi Wang; Xueqing Li 002; Huazhong Yang; Yongpan Liu (A-SSCC, 2019)

High PE Utilization CNN Accelerator with Channel Fusion Supporting Pattern-Compressed Sparse Neural Networks. - Jingyu Wang 004; Songming Yu; Jinshan Yue; Zhe Yuan; Zhuqing Yuan; Huazhong Yang; Xueqing Li 002; Yongpan Liu (DAC, 2020)

High Area/Energy Efficiency RRAM CNN Accelerator with Kernel-Reordering Weight Mapping Scheme Based on Pattern Pruning. - Songming Yu; Yongpan Liu; Lu Zhang; Jingyu Wang 004; Jinshan Yue; Zhuqing Yuan; Xueqing Li 002; Huazhong Yang (CoRR, 2020)

STICKER: An Energy-Efficient Multi-Sparsity Compatible Accelerator for Convolutional Neural Networks in 65-nm CMOS. - Zhe Yuan; Yongpan Liu; Jinshan Yue; Yixiong Yang; Jingyu Wang 004; Xiaoyu Feng; Jian Zhao 004; Xueqing Li 002; Huazhong Yang (IEEE J. Solid State Circuits, 2020)

GAAS: An Efficient Group Associated Architecture and Scheduler Module for Sparse CNN Accelerators. - Jingyu Wang 004; Zhe Yuan; Ruoyang Liu; Xiaoyu Feng; Li Du; Huazhong Yang; Yongpan Liu (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

PETRI: Reducing Bandwidth Requirement in Smart Surveillance by Edge-Cloud Collaborative Adaptive Frame Clustering and Pipelined Bidirectional Tracking. - Ruoyang Liu; Lu Zhang; Jingyu Wang 004; Huazhong Yang; Yongpan Liu (DAC, 2021)

High Area/Energy Efficiency RRAM CNN Accelerator with Pattern-Pruning-Based Weight Mapping Scheme. - Songming Yu; Lu Zhang; Jingyu Wang 004; Jinshan Yue; Zhuqing Yuan; Xueqing Li 002; Huazhong Yang; Yongpan Liu (NVMSA, 2021)

A 65-nm Energy-Efficient Interframe Data Reuse Neural Network Accelerator for Video Applications. - Yixiong Yang; Yongpan Liu; Zhe Yuan; Wenyu Sun; Ruoyang Liu; Jingyu Wang 004; Jinshan Yue; Xiaoyu Feng; Zhuqing Yuan; Xueqing Li 002; Huazhong Yang (IEEE J. Solid State Circuits, 2022)

PACA: A Pattern Pruning Algorithm and Channel-Fused High PE Utilization Accelerator for CNNs. - Jingyu Wang 004; Songming Yu; Zhuqing Yuan; Jinshan Yue; Zhe Yuan; Ruoyang Liu; Yanzhi Wang; Huazhong Yang; Xueqing Li 002; Yongpan Liu (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

Bit-Aware Fault-Tolerant Hybrid Retraining and Remapping Schemes for RRAM-Based Computing-in-Memory Systems. - Yuxuan Huang; Yifan He 003; Jingyu Wang 004; Jinshan Yue; Lu Zhang; Kaiwei Zou; Huazhong Yang; Yongpan Liu (IEEE Trans. Circuits Syst. II Express Briefs, 2022)

An RRAM-Based Digital Computing-in-Memory Macro With Dynamic Voltage Sense Amplifier and Sparse-Aware Approximate Adder Tree. - Yifan He 003; Jinshan Yue; Xiaoyu Feng; Yuxuan Huang; Hongyang Jia; Jingyu Wang 004; Lu Zhang; Wenyu Sun; Huazhong Yang; Yongpan Liu (IEEE Trans. Circuits Syst. II Express Briefs, 2023)

A Weight-Reload-Eliminated Compute-in-Memory Accelerator for 60 fps 4K Super-Resolution. - Yaolei Li; Jinshan Yue; Jingyu Wang 004; Chen Tang; Yifan He 003; Wenbin Jia; Kaiwei Zou; Lu Zhang; Huazhong Yang; Yongpan Liu (IEEE Trans. Circuits Syst. II Express Briefs, 2023)

Pareto Frequency-Aware Power Side-Channel Countermeasure Exploration on CNN Systolic Array. - Lu Zhang; Dejun Mu; Yuxuan Huang; Jingyu Wang 004; Yifan He 003; Yaolei Li; Lizhou Liu; Kaiwei Zou; Huazhong Yang; Yongpan Liu (IEEE Trans. Circuits Syst. II Express Briefs, 2023)

ULSeq-TA: Ultra-Long Sequence Attention Fusion Transformer Accelerator Supporting Grouped Sparse Softmax and Dual-Path Sparse LayerNorm. - Jingyu Wang 004; Lu Zhang; Xueqing Li 002; Huazhong Yang; Yongpan Liu (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

An Energy-Efficient Computing-in-Memory NN Processor With Set-Associate Blockwise Sparsity and Ping-Pong Weight Update. - Jinshan Yue; Yongpan Liu; Xiaoyu Feng; Yifan He 002; Jingyu Wang 004; Zhe Yuan; Mingtao Zhan; Jiaxin Liu; Jian-Wei Su; Yen-Lin Chung; Ping-Chun Wu; Li-Yang Hong; et al. (IEEE J. Solid State Circuits, 2024)

RE-Specter: Examining the Architectural Features of Configurable CNN With Power Side-Channel. - Lu Zhang; Dejun Mu; Jingyu Wang 004; Ruoyang Liu; Yifan He 003; Yaolei Li; Yu Tai; Shengbing Zhang; Xiaoya Fan; Huazhong Yang; Yongpan Liu (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)