Jingwen Leng

About Jingwen Leng

Jingwen Leng, With an exceptional h-index of 22 and a recent h-index of 22 (since 2020), a distinguished researcher at Shanghai Jiao Tong University, specializes in the field of Computer Architecture.

His recent articles reflect a diverse array of research interests and contributions to the field:

JUNO: Optimizing High-Dimensional Approximate Nearest Neighbour Search with Sparsity-Aware Algorithm and Ray-Tracing Core Mapping

Amanda: Unified Instrumentation Framework for Deep Neural Networks

Towards Fast Setup and High Throughput of GPU Serverless Computing

Fractal: Joint Multi-Level Sparse Pattern Tuning of Accuracy and Performance for DNN Pruning

Fovea Transformer: Efficient Long-Context Modeling with Structured Fine-To-Coarse Attention

MAGIS: Memory Optimization via Coordinated Graph Transformation and Scheduling for DNN

Accelerating Sparse DNNs Based on Tiled GEMM

GMLake: Efficient and Transparent GPU Memory Defragmentation for Large-scale DNN Training with Virtual Memory Stitching

Jingwen Leng Information

University

Position

Associate Professor

Citations(all)

2201

Citations(since 2020)

1476

Cited By

1126

hIndex(all)

22

hIndex(since 2020)

22

i10Index(all)

44

i10Index(since 2020)

41

Email

University Profile Page

Google Scholar

Jingwen Leng Skills & Research Interests

Computer Architecture

Top articles of Jingwen Leng

Title

Journal

Author(s)

Publication Date

JUNO: Optimizing High-Dimensional Approximate Nearest Neighbour Search with Sparsity-Aware Algorithm and Ray-Tracing Core Mapping

arXiv preprint arXiv:2312.01712

Zihan Liu

Wentao Ni

Jingwen Leng

Yu Feng

Cong Guo

...

2023/12/4

Amanda: Unified Instrumentation Framework for Deep Neural Networks

Yue Guan

Yuxian Qiu

Jingwen Leng

Fan Yang

Shuo Yu

...

2024/4/27

Towards Fast Setup and High Throughput of GPU Serverless Computing

arXiv preprint arXiv:2404.14691

Han Zhao

Weihao Cui

Quan Chen

Shulai Zhang

Zijun Li

...

2024/4/23

Fractal: Joint Multi-Level Sparse Pattern Tuning of Accuracy and Performance for DNN Pruning

Yue Guan

Changming Yu

Yangjie Zhou

Jingwen Leng

Chao Li

...

2024/4/27

Fovea Transformer: Efficient Long-Context Modeling with Structured Fine-To-Coarse Attention

Ziwei He

Jian Yuan

Le Zhou

Jingwen Leng

Bo Jiang

2023/11/13

MAGIS: Memory Optimization via Coordinated Graph Transformation and Scheduling for DNN

Renze Chen

Zijian Ding

Size Zheng

Chengrui Zhang

Jingwen Leng

...

2024/4/27

Accelerating Sparse DNNs Based on Tiled GEMM

arXiv preprint arXiv:2402.10876

Cong Guo

Fengchen Xue

Jingwen Leng

Yuxian Qiu

Yue Guan

...

2024/2/16

GMLake: Efficient and Transparent GPU Memory Defragmentation for Large-scale DNN Training with Virtual Memory Stitching

arXiv preprint arXiv:2401.08156

Cong Guo

Rui Zhang

Jiale Xu

Jingwen Leng

Zihan Liu

...

2024/1/16

ImaGen: A general framework for generating memory-and power-efficient image processing accelerators

Nisarg Ujjainkar

Jingwen Leng

Yuhao Zhu

2023/6/17

Not All Resources are Visible: Exploiting Fragmented Shadow Resources in Shared-State Scheduler Architecture

Xinkai Wang

Hao He

Yuancheng Li

Chao Li

Xiaofeng Hou

...

2023/10/30

Chimera: An analytical optimizing framework for effective compute-intensive operators fusion

Size Zheng

Siyuan Chen

Peidi Song

Renze Chen

Xiuhong Li

...

2023/2/25

Olive: Accelerating large language models via hardware-friendly outlier-victim pair quantization

Cong Guo

Jiaming Tang

Weiming Hu

Jingwen Leng

Chen Zhang

...

2023/6/17

Accelerating generic graph neural networks via architecture, compiler, partition method co-design

arXiv preprint arXiv:2308.08174

Shuwen Lu

Zhihui Zhang

Cong Guo

Jingwen Leng

Yangjie Zhou

...

2023/8/16

ugrapher: High-performance graph operator computation via unified abstraction for graph neural networks

Yangjie Zhou

Jingwen Leng

Yaoxu Song

Shuwen Lu

Mian Wang

...

2023/1/27

Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator

Ziwei He

Meng Yang

Minwei Feng

Jingcheng Yin

Xinbing Wang

...

2023/5/24

Improving Cluster Utilization through Adaptive Resource Management for DNN and CPU Jobs Co-location

IEEE Transactions on Computers

Han Zhao

Weihao Cui

Quan Chen

Jingwen Leng

Deze Zeng

...

2023/8/10

FIRST: Exploiting the Multi-Dimensional Attributes of Functions for Power-Aware Serverless Computing

Lu Zhang

Chao Li

Xinkai Wang

Weiqi Feng

Zheng Yu

...

2023/5/15

Pac: Preference-aware co-location scheduling on heterogeneous numa architectures to improve resource utilization

Pu Pang

Yaoxuan Li

Bo Liu

Quan Chen

Zhou Yu

...

2023/6/21

DistSim: A performance model of large-scale hybrid distributed DNN training

Guandong Lu

Runzhe Chen

Yakai Wang

Yangjie Zhou

Rui Zhang

...

2023/5/9

DFlow: Efficient Dataflow-based Invocation Workflow Execution for Function-as-a-Service

arXiv preprint arXiv:2306.11043

Xiaoxiang Shi

Chao Li

Zijun Li

Zihan Liu

Dianmo Sheng

...

2023/6/19

See List of Professors in Jingwen Leng University(Shanghai Jiao Tong University)

Co-Authors

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