Jianlei Yang is currently a Professor in Beihang University, Beijing, China, with the School of Computer Science and Engineering. He received the Ph.D. degree in computer science and technology from Tsinghua University, Beijing, China, in 2014. From 2014 to 2016, he was a post-doctoral researcher with the Department of ECE, University of Pittsburgh, Pennsylvania, United States. His current research interests include ML/LLM systems, computer architectures, computing in memmory.

He was the recipient of the First/Second place on ACM TAU Power Grid Simulation Contest in 2011/2012. He was a recipient of IEEE ICCD Best Paper Award in 2013, ACM GLSVLSI Best Paper Nomination in 2015, IEEE ICESS Best Paper Award in 2017, ACM SIGKDD Best Student Paper Award in 2020.

Currently, he is a senior member of IEEE, a member of ACM, a senior member of CCF, and a member of the Chinese Institute of Electronics. He serves as an executive member of the CCF Special Committee on Integrated Circuit Design, an executive member of the CCF Special Committee on Computer Architecture, an executive member of the CCF Special Committee on Fault - Tolerant Computing, and a member of the Power Sensing and Intelligent Analysis Professional Committee of the China Energy Research Society.

He is also an editorial board member of the Integration, the VLSI Journal (Elsevier). He has served as a program committee member for international academic conferences such as DAC, ICCAD, KDD, AAAI, ASP - DAC, GLSVLSI, and AICAS. He was the PIM Track Co - Chair of the DAC 2022 International Conference, the CAD Track Chair of the GLSVLSI 2018/2019 International Conferences, the Publication Chair of the FPT 2019/2025 International Conferences, the Special Session Chair of the NANOARCH 2021/2022 International Conferences, and a guest editor for special issues of the TNANO Journal in 2022/2023. He also serves as a reviewer for international academic journals such as TCAD, TC, TCAS - I, TNNLS, and JETC.

He is currently responsible for teaching courses such as Computer Organization, Fundamentals of Computer Systems, Methodology of Computer Science, Intelligent Computing Architecture, and Deep Learning Systems.

Recent Publications:

Towards Efficient SRAM-PIM Architecture Design by Exploiting Unstructured Bit-Level Sparsity

Cenlin Duan, Jianlei Yang, Yiou Wang, Yikun Wang, Yingjie Qi, Xiaolin He, Bonan Yan, Xueyan Wang, Xiaotao Jia and Weisheng Zhao

DAC 2024 (CCF A)

Graph Neural Networks Automated Design and Deployment on Device-Edge Co-Inference Systems

Ao Zhou, Jianlei Yang, Tong Qiao, Yingjie Qi, Zhi Yang, Weisheng Zhao and Chunming Hu

DAC 2024 (CCF A)

GNNavigator: Towards Adaptive Training of Graph Neural Networks via Automatic Guideline Exploration

Tong Qiao, Jianlei Yang, Yingjie Qi, Ao Zhou, Chen Bai, Bei Yu, Weisheng Zhao and Chunming Hu

DAC 2024 (CCF A)

WinoGen: A Highly Configurable Winograd Convolution IP Generator for Efficient CNN Acceleration on FPGA

Mingjun Li, Pengjia Li, Shuo Yin, Shixin Chen, Beichen Li, Chong Tong, Jianlei Yang, Tinghuan Chen and Bei Yu

DAC 2024 (CCF A)

An Energy-Efficient Bayesian Neural Network Implementation Using Stochastic Computing Method

Cenlin Duan, Jianlei Yang, Yiou Wang, Yikun Wang, Yingjie Qi, Xiaolin He, Bonan Yan, Xueyan Wang, Xiaotao Jia and Weisheng Zhao

TNNLS 2024 (JCR Q1)

Architectural Implications of GNN Aggregation Programming Abstractions

Yingjie Qi, Jianlei Yang, Ao Zhou, Tong Qiao, Chunming Hu

IEEE Computer Architecture Letters (CAL) 2024

DDC-PIM: Efficient Algorithm/Architecture Co-design for Doubling Data Capacity of SRAM-based Processing-In-Memory

Cenlin Duan, Jianlei Yang, Xiaolin He, Yingjie Qi, Yikun Wang, Yiou Wang, Ziyan He, Bonan Yan, Xueyan Wang, Xiaotao Jia, Weitao Pan, Weisheng Zhao

TCAD 2024 (CCF A)

Lossy and Lossless (L^2) Post-training Model Size Compression

Yumeng Shi, Shihao Bai, Xiuying Wei, Ruihao Gong, Jianlei Yang

ICCV 2023 (CCF A)

Graph Algorithm Optimization for Spintronics-Based In-Memory Computing Architecture

Xueyan WANG, Xuhang CHEN, Xiaotao JIA, Jianlei YANG, Gang QU, Weisheng ZHAO

电子与信息学报 2023

2D material property characterizations by machine-learning-assisted microscopies

Zhizhong Si, Daming Zhou, Jianlei Yang, Xiaoyang Lin

Applied Physics A 2023

Hardware-Aware Graph Neural Network Automated Design for Edge Computing Platforms

Ao Zhou, Jianlei Yang, Yingjie Qi, Yumeng Shi, Tong Qiao, Weisheng Zhao, Chunming Hu

DAC 2023 (CCF A)

IMGA: Efficient In-Memory Graph Convolution Network Aggregation with Data Flow Optimizations

Yuntao Wei, Xueyan Wang, Shangtong Zhang, Jianlei Yang, Xiaotao Jia, Zhaohao Wang, Gang Qu, Weisheng Zhao

TCAD 2023 (CCF A)

An Energy Efficient Bayesian Neural Network Implementation using Stochastic Computing Method

Xiaotao Jia, Huiyi Gu, Yuhao Liu, Jianlei Yang, Xueyan Wang, Weitao Pan, Youguang Zhang, Sorin Cotofana, Weisheng Zhao

TNNLS 2023 (JCR Q1)

NAND-SPIN-Based Processing-in-MRAM Architecture for Convolutional Neural Network Acceleration

Yinglin Zhao, Jianlei Yang, Bing Li, Xingzhou Cheng, Xucheng Ye, Xueyan Wang, Xiaotao Jia, Zhaohao Wang, Youguang Zhang, Weisheng Zhao

SCIS 2023 (CCF A)

S2Engine: A Novel Systolic Architecture for Sparse Convolutional Neural Networks

Jianlei Yang, Wenzhi Fu, Xingzhou Cheng, Xucheng Ye, Pengcheng Dai, Weisheng Zhao

TC 2022 (CCF A)

Reconfigurable and Dynamically Transformable In-Cache-MPUF System With True Randomness Based on the SOT-MRAM

Zhengyi Hou, Zhaohao Wang, Chao Wang, Min Wang, You Wang, Xueyan Wang, Cenlin Duan, Jianlei Yang

TCAS-I 2022 (JCR Q1)

Accelerating Graph Connected Component Computation with Emerging Processing-In-Memory Architecture

Xuhang Chen, Xueyan Wang, Xiaotao Jia, Jianlei Yang, Gang Qu, Weisheng Zhao

TCAD 2022 (CCF A)

Eventor: An Efficient Event-Based Monocular Multi-View Stereo Accelerator on FPGA Platform

Mingjun Li, Jianlei Yang, Yingjie Qi, Meng Dong, Yuhao Yang, Runze Liu, Weitao Pan, Bei Yu and Weisheng Zhao

DAC 2022 (CCF A)

Triangle Counting Accelerations: From Algorithm to In-Memory Computing Architecture

Xueyan Wang, Jianlei Yang, Yinglin Zhao, Xiaotao Jia, Rong Yin, Xuhang Chen, Gang Qu, Weisheng Zhao

TC 2022 (CCF A)

FedSkel: Efficient Federated Learning on Heterogeneous Systems with Skeleton Gradients Update

Junyu Luo, Jianlei Yang, Xucheng Ye, Xin Guo, Weisheng Zhao

CIKM 2021 (CCF B)

Optimizing Memory Efficiency of Graph Neural Networks on Edge Computing Platforms

Ao Zhou, Jianlei Yang, Yeqi Gao, Tong Qiao, Yingjie Qi, Xiaoyi Wang, Yunli Chen, Pengcheng Dai, Weisheng Zhao, Chunming Hu

RTAS 2021 (CCF B)

Accelerating CNN Training by Pruning Activation Gradients

Xucheng Ye, Pengcheng Dai, Junyu Luo, Xin Guo, Yingjie Qi, Jianlei Yang, Yiran Chen

ECCV 2020 (CCF B)

TIPRDC: Task-Independent Privacy-Respecting Data Crowdsourcing Framework with Anonymized Intermediate Representations

Ang Li, Yixiao Duan, Huanrui Yang, Yiran Chen, Jianlei Yang

KDD 2020 (CCF A) (Best Student Paper Award)

SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training

Pengcheng Dai, Jianlei Yang, Xucheng Ye, Xingzhou Cheng, Junyu Luo, Linghao Song, Yiran Chen and Weisheng Zhao

DAC 2020 (CCF A)

TCIM: Triangle Counting Acceleration With Processing-In-MRAM Architecture

Xueyan Wang, Jianlei Yang, Yinglin Zhao, Yingjie Qi, Meichen Liu, Xingzhou Cheng, Xiaotao Jia, Xiaoming Chen, Gang Qu and Weisheng Zhao

DAC 2020 (CCF A)

eSLAM: An Energy-Efficient Accelerator for Real-Time ORB-SLAM on FPGA Platform

Runze Liu, Jianlei Yang, Yiran Chen, Weisheng Zhao

DAC 2019 (CCF A)

Prototyping federated learning on edge computing systems

Jianlei Yang, Yixiao Duan, Tong Qiao, Huanyu Zhou, Jingyuan Wang, Weisheng Zhao

FCS 2020 (CCF B)

Efficient Computation Reduction in Bayesian Neural Networks Through Feature Decomposition and Memorization

Xiaotao Jia, Jianlei Yang, Runze Liu, Xueyan Wang, Sorin Dan Cotofana, Weisheng Zhao

TNNLS 2020 (JCR Q1)

SPINBIS: Spintronics based Bayesian Inference System with Stochastic Computing

Xiaotao Jia, Jianlei Yang, Pengcheng Dai, Runze Liu, Yiran Chen, Weisheng Zhao

TCAD 2019 (CCF A)

Exploiting Spin-Orbit Torque Devices as Reconfigurable Logic for Circuit Obfuscation

Jianlei Yang, Xueyan Wang, Qiang Zhou, Zhaohao Wang, Hai Li, Yiran Chen, Weisheng Zhao

TCAD 2019 (CCF A)