Jingwen Leng

Most-cited papers

OliVe: Accelerating Large Language Models via Hardware-friendly Outlier-Victim Pair Quantization
Cong Guo, Jiaming Tang, Weiming Hu, Jingwen Leng +5 more
2023International Symposium on Computer Architecture235 citations Open access
Semantic Scholar
ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network Quantization
Cong Guo, Chen Zhang, Jingwen Leng, Zi-Han Liu +4 more
2022Micro141 citations Open access
Semantic Scholar
SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation
Cong Guo, Yuxian Qiu, Jingwen Leng, Xiaotian Gao +5 more
2022International Conference on Learning Representations99 citations
Semantic Scholar
Chimera: An Analytical Optimizing Framework for Effective Compute-intensive Operators Fusion
Si-Ze Zheng, Siyuan Chen, Peidi Song, Ren-Ze Chen +5 more
2023International Symposium on High-Performance Computer Architecture65 citations
Semantic Scholar
VELTAIR: towards high-performance multi-tenant deep learning services via adaptive compilation and scheduling
Zi-Han Liu, Jingwen Leng, Zhihui Zhang, Quan Chen +2 more
2022International Conference on Architectural Support for Programming Languages and Operating Systems64 citations Open access
Semantic Scholar
Transkimmer: Transformer Learns to Layer-wise Skim
Yue Guan, Zhengyi Li, Jingwen Leng, Zhouhan Lin +1 more
2022Annual Meeting of the Association for Computational Linguistics51 citations Open access
Semantic Scholar
SALO: An Efficient Spatial Accelerator Enabling Hybrid Sparse Attention Mechanisms for Long Sequences
Guan Shen, Jieru Zhao, Quan Chen, Jingwen Leng +2 more
2022Design Automation Conference49 citations
Semantic Scholar
GMLake: Efficient and Transparent GPU Memory Defragmentation for Large-scale DNN Training with Virtual Memory Stitching
Cong Guo, Rui Zhang, Jiale Xu, Jingwen Leng +7 more
2024International Conference on Architectural Support for Programming Languages and Operating Systems46 citations Open access
Semantic Scholar
Tacker: Tensor-CUDA Core Kernel Fusion for Improving the GPU Utilization while Ensuring QoS
Han Zhao, Wei-Hao Cui, Quan Chen, You-Tao Zhang +4 more
2022International Symposium on High-Performance Computer Architecture43 citations
Semantic Scholar
JUNO: Optimizing High-Dimensional Approximate Nearest Neighbour Search with Sparsity-Aware Algorithm and Ray-Tracing Core Mapping
Zi-Han Liu, Wentao Ni, Jingwen Leng, Yu Feng +5 more
2023International Conference on Architectural Support for Programming Languages and Operating Systems41 citations Open access
Semantic Scholar
Nimbus: Secure and Efficient Two-Party Inference for Transformers
Zhengyi Li, Kang Yang, Jin Tan, Wen-jie Lu +7 more
2024Neural Information Processing Systems36 citations
Semantic Scholar
Cicero: Addressing Algorithmic and Architectural Bottlenecks in Neural Rendering by Radiance Warping and Memory Optimizations
Yu Feng, Zi-Han Liu, Jingwen Leng, Min-Yi Guo +1 more
2024International Symposium on Computer Architecture34 citations Open access
Semantic Scholar
Astraea: towards QoS-aware and resource-efficient multi-stage GPU services
Wei Zhang, Quan Chen, Kai-Hua Fu, Ningxin Zheng +3 more
2022International Conference on Architectural Support for Programming Languages and Operating Systems34 citations
Semantic Scholar
M-ANT: Efficient Low-bit Group Quantization for LLMs via Mathematically Adaptive Numerical Type
Weiming Hu, Haoyang Zhang, Cong Guo, Yu Feng +6 more
2025International Symposium on High-Performance Computer Architecture33 citations Open access
Semantic Scholar
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator
Ziwei He, Meng Yang, Min-Wei Feng, Jingcheng Yin +3 more
2023Annual Meeting of the Association for Computational Linguistics33 citations Open access
Semantic Scholar
MAGIS: Memory Optimization via Coordinated Graph Transformation and Scheduling for DNN
Ren-Ze Chen, Zijian Ding, Si-Ze Zheng, Cheng-Rui Zhang +3 more
2024International Conference on Architectural Support for Programming Languages and Operating Systems27 citations Open access
Semantic Scholar
VQ-LLM: High-performance Code Generation for Vector Quantization Augmented LLM Inference
Zi-Han Liu, Xin-Hao Luo, Junxian Guo, Wentao Ni +10 more
2025International Symposium on High-Performance Computer Architecture26 citations Open access
Semantic Scholar
SeeLe: A Unified Acceleration Framework for Real-Time Gaussian Splatting
Xiaotong Huang, He Zhu, Zi-Han Liu, Wei-Kai Lin +5 more
2025arXiv.org25 citations
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vTensor: Flexible Virtual Tensor Management for Efficient LLM Serving
Jiale Xu, Rui Zhang, Cong Guo, Weiming Hu +10 more
2024arXiv.org25 citations
Semantic Scholar
FIRST: Exploiting the Multi-Dimensional Attributes of Functions for Power-Aware Serverless Computing
Lu Zhang, C. Li, Xin-Kai Wang, Weiqi Feng +6 more
2023IEEE International Parallel and Distributed Processing Symposium24 citations
Semantic Scholar
uGrapher: High-Performance Graph Operator Computation via Unified Abstraction for Graph Neural Networks
Yang-Jie Zhou, Jingwen Leng, Yao-Xu Song, Shuwen Lu +8 more
2023International Conference on Architectural Support for Programming Languages and Operating Systems24 citations Open access
Semantic Scholar
DistSim: A performance model of large-scale hybrid distributed DNN training
Guandong Lu, Run Chen, Yakai Wang, Yang-Jie Zhou +7 more
2023ACM International Conference on Computing Frontiers23 citations Open access
Semantic Scholar
Accelerating Sparse DNNs Based on Tiled GEMM
Cong Guo, Feng Xue, Jingwen Leng, Yuxian Qiu +4 more
2024IEEE transactions on computers22 citations Open access
Semantic Scholar
Potamoi: Accelerating Neural Rendering via a Unified Streaming Architecture
Yu Feng, Wei-Kai Lin, Zihan Liu, Jingwen Leng +5 more
2024ACM Transactions on Architecture and Code Optimization (TACO)22 citations Open access
Semantic Scholar
ImaGen: A General Framework for Generating Memory- and Power-Efficient Image Processing Accelerators
Nisarg Ujjainkar, Jingwen Leng, Yuhao Zhu
2023International Symposium on Computer Architecture17 citations Open access
Semantic Scholar
EMS: Efficient Memory Subsystem Synthesis for Spatial Accelerators
Liancheng Jia, Yuyue Wang, Jingwen Leng, Yun Liang
2022Design Automation Conference17 citations
Semantic Scholar
Not All Resources are Visible: Exploiting Fragmented Shadow Resources in Shared-State Scheduler Architecture
Xin-Kai Wang, Hao He, Yuancheng Li, Chao Li +6 more
2023ACM Symposium on Cloud Computing16 citations Open access
Semantic Scholar
Lumina: Real-Time Neural Rendering by Exploiting Computational Redundancy
Yu Feng, Wei-Kai Lin, Yuge Cheng, Zi-Han Liu +5 more
2025International Symposium on Computer Architecture15 citations Open access
Semantic Scholar
SPLATONIC: Architectural Support for 3D Gaussian Splatting SLAM via Sparse Processing
Xiaotong Huang, He Zhu, Tianrui Ma, Yuxiang Xiong +7 more
2025International Symposium on High-Performance Computer Architecture13 citations
Semantic Scholar
Braum: Analyzing and Protecting Autonomous Machine Software Stack
Yi-Ming Gan, P. Whatmough, Jingwen Leng, Bo Yu +2 more
2022IEEE International Symposium on Software Reliability Engineering13 citations
Semantic Scholar
M2XFP: A Metadata-Augmented Microscaling Data Format for Efficient Low-bit Quantization
Weiming Hu, Zi-Han Zhang, Haoyang Zhang, Chen Zhang +7 more
2026International Conference on Architectural Support for Programming Languages and Operating Systems12 citations Open access
Semantic Scholar
Fractal: Joint Multi-Level Sparse Pattern Tuning of Accuracy and Performance for DNN Pruning
Yue Guan, Changming Yu, Yang-Jie Zhou, Jingwen Leng +2 more
2024International Conference on Architectural Support for Programming Languages and Operating Systems12 citations Open access
Semantic Scholar
ClusterFusion: Expanding Operator Fusion Scope for LLM Inference via Cluster-Level Collective Primitive
Xin-Hao Luo, Zi-Han Liu, Yang-Jie Zhou, Shihan Fang +7 more
2025Neural Information Processing Systems10 citations
Semantic Scholar
Astraea: A Token-wise Acceleration Framework for Video Diffusion Transformers
Haosong Liu, Yuge Cheng, Wen-Xuan Miao, Zi-Han Liu +7 more
202510 citations
Semantic Scholar
Lumina: Real-Time Mobile Neural Rendering by Exploiting Computational Redundancy
Yu Feng, Wei-Kai Lin, Yuge Cheng, Zi-Han Liu +5 more
2025arXiv.org9 citations
Semantic Scholar
DSTC: Dual-Side Sparse Tensor Core for DNNs Acceleration on Modern GPU Architectures
Chen Zhang, Yang Wang, Zhiqiang Xie, Cong Guo +5 more
2025IEEE transactions on computers9 citations
Semantic Scholar
Voyager: Real-Time Splatting City-Scale 3D Gaussians on Your Phone
Zheng Liu, He Zhu, Xinyang Li, Yi-Run Wang +5 more
2025arXiv.org9 citations
Semantic Scholar
BAFT: bubble-aware fault-tolerant framework for distributed DNN training with hybrid parallelism
Runzhe Chen, Guandong Lu, Yakai Wang, Rui Zhang +5 more
2024Frontiers of Computer Science9 citations
Semantic Scholar
A Tale of Two Domains: Exploring Efficient Architecture Design for Truly Autonomous Things
Xiao-Feng Hou, Tong-Qiao Xu, Chao Li, Cheng Xu +6 more
2024International Symposium on Computer Architecture9 citations
Semantic Scholar
Towards Fast Setup and High Throughput of GPU Serverless Computing
Han Zhao, Wei-Hao Cui, Quan Chen, Shulai Zhang +5 more
2024arXiv.org9 citations
Semantic Scholar
PAC: Preference-Aware Co-location Scheduling on Heterogeneous NUMA Architectures To Improve Resource Utilization
Pu Pang, Yaoxuan Li, Bo Liu, Quan Chen +6 more
2023International Conference on Supercomputing9 citations Open access
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eLLM: Elastic Memory Management Framework for Efficient LLM Serving
Jiale Xu, Rui Zhang, Yi Xiong, Cong Guo +10 more
2025arXiv.org8 citations
Semantic Scholar
A Sample-Free Compilation Framework for Efficient Dynamic Tensor Computation
Yang-Jie Zhou, Honglin Zhu, Qian Qiu, Wei-Hao Cui +12 more
2025International Conference on Software Composition8 citations Open access
Semantic Scholar
PAME: precision-aware multi-exit DNN serving for reducing latencies of batched inferences
Shulai Zhang, Wei-Hao Cui, Quan Chen, Zhengnian Zhang +4 more
2022International Conference on Supercomputing8 citations
Semantic Scholar
SHEEO: Continuous Energy Efficiency Optimization in Autonomous Embedded Systems
Xin-Kai Wang, Chao Li, Ling-Yu Sun, Q. Lyu +3 more
2024ICCD7 citations
Semantic Scholar
AdaptGear: Accelerating GNN Training via Adaptive Subgraph-Level Kernels on GPUs
Yang-Jie Zhou, Yao-Xu Song, Jingwen Leng, Zi-Han Liu +6 more
2023ACM International Conference on Computing Frontiers7 citations Open access
Semantic Scholar
Nesting Forward Automatic Differentiation for Memory-Efficient Deep Neural Network Training
Cong Guo, Yuxian Qiu, Jingwen Leng, Chen Zhang +5 more
2022ICCD7 citations Open access
Semantic Scholar
Towards Reliable AI Applications via Algorithm-Based Fault Tolerance on NVDLA
Mustafa Sanic, Cong Guo, Jingwen Leng, Min-Yi Guo +1 more
2022International Conference on Mobile Ad-hoc and Sensor Networks7 citations
Semantic Scholar
Gumbel Reranking: Differentiable End-to-End Reranker Optimization
Siyuan Huang, Zhiyuan Ma, Jintao Du, Changhua Meng +4 more
2025Annual Meeting of the Association for Computational Linguistics6 citations
Semantic Scholar
StreamGrid: Streaming Point Cloud Analytics via Compulsory Splitting and Deterministic Termination
Yu Feng, Zheng Liu, Wei-Kai Lin, Zi-Han Liu +5 more
2025International Conference on Architectural Support for Programming Languages and Operating Systems6 citations
Semantic Scholar