Hi, I’m Jingyang

Master student @ Model Pruning for Edge Scenarios

I am Jingyang Xiang (项靖阳), a Master Student in Advanced Perception on Robotics and Intelligent Learning Lab (APRIL) of Institute of Cyber-Systems and Control in College of Control Science and Engineering, Zhejiang University (ZJU). I am pursuing my M.S. degree in Zhejiang University in 2022, under supervision of Prof. Zaisheng Pan and Prof. Yong Liu. Before that, I obtained B.S. in Electrical Engineering and Automation from Zhejiang University of Technology in 2022, under supervision of Prof. Qi Xuan. My research works are focused on building efficient network for edge scenarios, e.g., deep learning, machine learning, model pruning, model distllation and model quantization.

Education

Sept. 2022 - Mar. 2025(expected)

M.S. @ Electronic Information

Supervisor: Prof. Zaisheng Pan, Prof. Yong Liu
Advanced Perception on Robotics and Intelligent Learning Lab
Institute of Cyber-Systems and Control
College of Control Science and Engineering

Sept. 2018 - Jul. 2022

Bachelor of Science @ Electrical Engineering and Automation

Publications

MaxQ: Multi-Axis Query for N:M Sparsity Network.
Jingyang Xiang, Siqi Li, Junhao Chen, Zhuangzhi Chen, Tianxin Huang, Linpeng Peng, Yong Liu
Accepted by the IEEE/CVF Conference on Computer Vision and Pattern Recognition 2024 (CVPR2024)

SUBP: Soft Uniform Block Pruning for 1xN Sparse CNNs Multithreading Acceleration.
Jingyang Xiang, Siqi Li, Jun Chen, Guang Dai, Shipeng Bai, Yukai Ma, Yong Liu
Accepted by the 37th Conference on Neural Information Processing Systems (NeurIPS2023)

RGP: Neural Network Pruning Through Regular Graph With Edges Swapping.
Zhuangzhi Chen*, Jingyang Xiang*, Yao Lu, Qi Xuan, Zhen Wang, Guanrong Chen, Xiaoniu Yang
Accepted by the IEEE Transactions on Neural Networks and Learning Systems (TNNLS) (* equal contribution)

SigNet: A Novel Deep Learning Framework for Radio Signal Classification.
Zhuangzhi Chen*, Hui Cui*, Jingyang Xiang, Kunfeng Qiu, Liang Huang, IEEE, Shilian Zheng, Shichuan Chen, Qi Xuan, Xiaoniu Yang
Accepted by the IEEE Transactions on Cognitive Communications and Networking (TCCN) (* equal contribution)

GGT: Graph-Guided Testing for Adversarial Sample Detection of Deep Neural Network.
Zuohui Chen, Renxuan Wang, Jingyang Xiang, Yue Yu, Xin Xia, Shouling Ji, Qi Xuan, Xiaoniu Yang
Computers & Security

CR-SFP: Learning Consistent Representation for Soft Filter Pruning.
Jingyang Xiang, Zhuangzhi Chen, Jianbiao Mei, Siqi Li, Jun Chen, Yong Liu
arXiv preprint arXiv:2312.11555, 2023

AutoDFP: Automatic Data-Free Pruning via Channel Similarity Reconstruction.
Siqi Li, Jun Chen, Jingyang Xiang, Chengrui Zhu, Yong Liu
arXiv preprint arXiv:2403.08204, 2024

Academic Services

Journal Reviewer: IEEE TCSVT, etc.

Awards

Outstanding Undergradates, Zhejiang University of Technology	May. 2022
Excellent Developer Evangelist, MindSpore	Mar. 2021
Provincial Government Scholarship, Zhejiang University of Technology	Oct. 2021
Provincial Government Scholarship, Zhejiang University of Technology	Oct. 2020