Gzippo: Highly-Compact Processing-in-Memory Graph Accelerator Alleviating Sparsity and Redundancy. - Xing Li 031; Rachata Ausavarungnirun; Xiao Liu 033; Xueyuan Liu 001; Xuan Zhang 001; Heng Lu; Zhuoran Song; Naifeng Jing; Xiaoyao Liang (ICCAD, 2022)

GCNTrain: A Unified and Efficient Accelerator for Graph Convolutional Neural Network Training. - Heng Lu; Zhuoran Song; Xing Li 031; Naifeng Jing; Xiaoyao Liang (ICCD, 2022)

HyAcc: A Hybrid CAM-MAC RRAM-based Accelerator for Recommendation Model. - Xuan Zhang 001; Zhuoran Song; Xing Li 031; Zhezhi He; Li Jiang 002; Naifeng Jing; Xiaoyao Liang (ICCD, 2023)

MoC: A Morton-Code-Based Fine-Grained Quantization for Accelerating Point Cloud Neural Networks. - Xueyuan Liu 001; Zhuoran Song; Hao Chen 126; Xing Li 031; Xiaoyao Liang (DAC, 2024)

Sava: A Spatial- and Value-Aware Accelerator for Point Cloud Transformer. - Xueyuan Liu 001; Zhuoran Song; Xiang Liao; Xing Li 031; Tao Yang 031; Fangxin Liu; Xiaoyao Liang (DATE, 2024)

Watt: A Write-Optimized RRAM-Based Accelerator for Attention. - Xuan Zhang 001; Zhuoran Song; Xing Li 031; Zhezhi He; Naifeng Jing; Li Jiang 002; Xiaoyao Liang (Euro-Par (2), 2024)

Early: An Importance-Aware Early Firing and Exit for SNN Acceleration. - Xuan Zhang 001; Zhuoran Song; Peng Zhou 030; Xing Li 031; Xueyuan Liu 001; Xiaolong Lin; Zhezhi He; Li Jiang 002; Naifeng Jing; Xiaoyao Liang (ICCD, 2024)

Janus: A Flexible Processing-in-Memory Graph Accelerator Toward Sparsity. - Xing Li 031; Zhuoran Song; Rachata Ausavarungnirun; Xiao Liu 033; Xueyuan Liu 001; Xuan Zhang 001; Xuhang Wang; Jiayao Ling; Gang Li 015; Naifeng Jing; Xiaoyao Liang (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

GIFTS: Efficient GCN Inference Framework on PyTorch-CPU via Exploring the Sparsity. - Ruiyang Chen; Xing Li 031; Xiaoyao Liang; Zhuoran Song (IPDPS, 2025)

Vision Transformer Acceleration via a Versatile Attention Optimization Framework. - Xuhang Wang; Qiyue Huang; Xing Li 031; Haozhe Jiang; Qiang Xu 001; Xiaoyao Liang; Zhuoran Song (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)