Performance Analysis and Optimization of Cyro-EM Structure Determination in RELION-2. - Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (ACA, 2018)

swCaffe: A Parallel Framework for Accelerating Deep Learning Applications on Sunway TaihuLight. - Liandeng Li; Jiarui Fang; Haohuan Fu; Jinlei Jiang; Wenlai Zhao; Conghui He; Xin You 001; Guangwen Yang 002 (CLUSTER, 2018)

L-DAG: Enabling Loopy Workflow in Scientific Application with Automatic DAG Transformation. - Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (DASC/PiCom/DataCom/CyberSciTech, 2019)

Improving the Parallelism of CESM on GPU. - Zehui Jin; Ming Dun; Xin You 001; Hailong Yang 002; Yunchun Li; Yingchun Lin; Zhongzhi Luan; Depei Qian 002 (ICA3PP (2), 2019)

Performance Evaluation and Analysis of Linear Algebra Kernels in the Prototype Tianhe-3 Cluster. - Xin You 001; Hailong Yang 002; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (SCFA, 2019)

Towards GPU Acceleration of Phonon Computation with ShengBTE. - Yi Wei; Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (HPC Asia, 2020)

Accelerating De Novo Assembler WTDBG2 on Commodity Servers. - Ming Dun; Yunchun Li; Xin You 001; Qingxiao Sun; Zerong Luan; Hailong Yang 002 (ICA3PP (1), 2020)

ZeroSpy: exploring software inefficiency with redundant zeros. - Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002; Xu Liu 001 (SC, 2020)

swGBDT: Efficient Gradient Boosted Decision Tree on Sunway Many-Core Processor. - Bohong Yin; Yunchun Li; Ming Dun; Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (SCFA, 2020)

The Deep Learning Compiler: A Comprehensive Survey. - Mingzhen Li 001; Yi Liu 013; Xiaoyan Liu; Qingxiao Sun; Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (CoRR, 2020)

DRStencil: Exploiting Data Reuse within Low-order Stencil on GPU. - Xin You 001; Hailong Yang 002; Zhonghui Jiang; Zhongzhi Luan; Depei Qian 002 (HPCC/DSS/SmartCity/DependSys, 2021)

Automatic Code Generation and Optimization of Large-scale Stencil Computation on Many-core Processors. - Mingzhen Li 001; Yi Liu 013; Hailong Yang 002; Yongmin Hu; Qingxiao Sun; Bangduo Chen; Xin You 001; Xiaoyan Liu; Zhongzhi Luan; Depei Qian 002 (ICPP, 2021)

dgQuEST: Accelerating Large Scale Quantum Circuit Simulation through Hybrid CPU-GPU Memory Hierarchies. - Tianyu Feng; Siyan Chen; Xin You 001; Shuzhang Zhong; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (NPC, 2021)

The Deep Learning Compiler: A Comprehensive Survey. - Mingzhen Li 001; Yi Liu 013; Xiaoyan Liu; Qingxiao Sun; Xin You 001; Hailong Yang 002; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2021)

Vectorizing SpMV by Exploiting Dynamic Regular Patterns. - Xin You 001; Changxi Liu; Hailong Yang 002; Pengbo Wang; Zhongzhi Luan; Depei Qian 002 (ICPP, 2022)

PowerSpector: Towards Energy Efficiency with Calling-Context-Aware Profiling. - Xin You 001; Hailong Yang 002; Zhibo Xuan; Zhongzhi Luan; Depei Qian 002 (IPDPS, 2022)

Accelerating the cryo-EM structure determination in RELION on GPU cluster. - Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (Frontiers Comput. Sci., 2022)

VClinic: A Portable and Efficient Framework for Fine-Grained Value Profilers. - Xin You 001; Hailong Yang 002; Kelun Lei; Zhongzhi Luan; Depei Qian 002 (ASPLOS (2), 2023)

Efficient Deep Molecular Dynamic Model Training on Heterogeneous System. - Shaokang Du; Xin You 001; Hailong Yang 002; Jing Shang 001; Zhiwen Xiao; Zhihui Wu; Zhongzhi Luan; Depei Qian 002 (ICPADS, 2023)

Accelerating Big Data Application by Eliminating Redundancy on Hadoop Cluster. - Kelun Lei; Shaokang Du; Xin You 001; Zhibo Xuan; Haoran Kong; Hailong Yang 002; Jing Shang 001; Zhiwen Xiao; Zhihui Wu; Zhongzhi Luan; Depei Qian 002 (ICPADS, 2023)

BiRFIA: Selective Binary Rewriting for Function Interception on ARM. - Kelun Lei; Xin You 001; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (ICS, 2023)

TrivialSpy: Identifying Software Triviality via Fine-grained and Dataflow-based Value Profiling. - Xin You 001; Hailong Yang 002; Kelun Lei; Zhongzhi Luan; Depei Qian 002 (SC, 2023)

Retrospection on the Performance Analysis Tools for Large-Scale HPC Programs. - Zhibo Xuan; Xin You 001; Hailong Yang 002; Mingzhen Li 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (HiPC, 2024)

PRoof: A Comprehensive Hierarchical Profiling Framework for Deep Neural Networks with Roofline Analysis. - Siyu Wu 001; Hailong Yang 002; Xin You 001; Ruihao Gong; Yi Liu 013; Zhongzhi Luan; Depei Qian 002 (ICPP, 2024)

GVARP: Detecting Performance Variance on Large-Scale Heterogeneous Systems. - Xin You 001; Zhibo Xuan; Hailong Yang 002; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (SC, 2024)

Minions: Accelerating Large Language Model Inference with Adaptive and Collective Speculative Decoding. - Siqi Wang; Hailong Yang 002; Xuezhu Wang; Tongxuan Liu; Pengbo Wang; Xuning Liang; Kejie Ma; Tianyu Feng; Xin You 001; Yongjun Bao; Yi Liu 013; Zhongzhi Luan; et al. (CoRR, 2024)

AtRec: Accelerating Recommendation Model Training on CPUs. - Siqi Wang; Tianyu Feng; Hailong Yang 002; Xin You 001; Bangduo Chen; Tongxuan Liu; Zhongzhi Luan; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2024)

Identifying Potential Anomalous Operations in Graph Neural Network Training. - Zhibo Xuan; Hailong Yang 002; Xin You 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (APPT, 2025)

ESC: Effective Submanifold Convolution using Tensor Cores. - Xuezhu Wang; Hailong Yang 002; Xin You 001; Yufan Xu 001; Xiaoyan Liu; Siqi Wang; Kaige Zhang 002; Mingzhen Li 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (ICPP, 2025)

Efficient Locality-aware Instruction Stream Scheduling for Stencil Computation on ARM Processors. - Shanghao Liu; Hailong Yang 002; Xin You 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (ICS, 2025)

Towards Efficient Instruction Stream Scheduling for Stencil Computation on ARM Processors. - Shanghao Liu; Hailong Yang 002; Xin You 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (IPDPS (Workshops), 2025)

GNNPerf: Towards Effective Performance Profiling and Analysis Across GNN Frameworks. - Kejie Ma; Hailong Yang 002; Zizheng Zhang; Xin You 001; Zhibo Xuan; Qingxiao Sun; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (IPDPS, 2025)

INSPIRIT: Adaptive Priority-based Task Scheduling for Heterogeneous Hardware. - Yiqing Wang; Hailong Yang 002; Xiaoyan Liu; Xinyu Yang; Pengbo Wang; Xin You 001; Qingxiao Sun; Mingzhen Li 001; Yi Liu 013; Zhongzhi Luan; Depei Qian 002 (IPDPS (Workshops), 2025)

Exploiting Transformer-Based Static Binary Analysis for Identifying Inefficient Locks. - Zhibo Xuan; Xin You 001; Hailong Yang 002; Jingqi Chen; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (NPC (1), 2025)

Zero-Value Code Specialization via Profile-Guided Control Data Flow Analysis. - Shaokang Du; Kelun Lei; Xin You 001; Hailong Yang 002; Yufan Xu 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (SC, 2025)

Towards Efficient LLM Inference via Collective and Adaptive Speculative Decoding. - Siqi Wang; Hailong Yang 002; Xuezhu Wang; Tongxuan Liu; Pengbo Wang; Yufan Xu 001; Xuning Liang; Kejie Ma; Tianyu Feng; Xin You 001; Ruihao Gong; Rui Wang 014; et al. (SC, 2025)

Hotspy: identifying performance hotspot with graph neural network based static analysis. - Da Huo; Xin You 001; Zhibo Xuan; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (CCF Trans. High Perform. Comput., 2025)

Exploiting Dynamic Regular Patterns in Irregular Programs for Efficient Vectorization. - Kelun Lei; Shaokang Du; Xin You 001; Hailong Yang 002; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (ACM Trans. Archit. Code Optim., 2025)

SimTrace: Exploiting Spatial and Temporal Sampling for Large-Scale Performance Analysis. - Zhibo Xuan; Xin You 001; Tianyu Feng; Hailong Yang 002; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (ACM Trans. Archit. Code Optim., 2025)

Identifying Performance Inefficiencies of Parallel Program With Spatial and Temporal Trace Analysis. - Zhibo Xuan; Xin Sun; Xin You 001; Hailong Yang 002; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2025)

PRAGMA: A Profiling-Reasoned Multi-Agent Framework for Automatic Kernel Optimization. - Kelun Lei; Hailong Yang 002; Huaitao Zhang; Xin You 001; Kaige Zhang 002; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (CoRR, 2025)

uline{LO}w-c uline{O}st yet High- uline{P}erformant uline{S}parse Matrix-Matrix Multiplication on Arm SME Architectures. - Kelun Lei; Hailong Yang 002; Kaige Zhang 002; Kejie Ma; Yiqing Wang; Xin You 001; Yufan Xu 001; Enrique S. Quintana-Orti; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (CoRR, 2025)

Efficient Temporal Graph Network Training via Unified Redundancy Elimination. - Yiqing Wang; Hailong Yang 002; Kejie Ma; Enze Yu; Pengbo Wang; Xin You 001; Qingxiao Sun; Chenhao Xie 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (ASPLOS (2), 2026)

Exploiting Efficient Mapping and Pipelined Execution for Accelerating SpMV on Tensor Cores. - Kaige Zhang 002; Hailong Yang 002; Xin You 001; Tianyu Feng; Yufan Xu 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (PPoPP, 2026)