Chameleon: Adapting throughput server to time-varying green power budget using online learning. - Chao Li 009; Xian Li; Rui Wang 014; Tao Li 006; Nilanjan Goswami; Depei Qian 002 (ISLPED, 2013)

Software Transactional Memory for GPU Architectures. - Yunlong Xu; Rui Wang 014; Nilanjan Goswami; Tao Li 006; Lan Gao 004; Depei Qian 002 (CGO, 2014)

Managing Green Datacenters Powered by Hybrid Renewable Energy Systems. - Chao Li 009; Rui Wang 014; Tao Li 006; Depei Qian 002; Jingling Yuan (ICAC, 2014)

Software Transactional Memory for GPU Architectures. - Yunlong Xu; Rui Wang 014; Nilanjan Goswami; Tao Li 006; Depei Qian 002 (IEEE Comput. Archit. Lett., 2014)

Towards Automated Provisioning and Emergency Handling in Renewable Energy Powered Datacenters. - Chao Li 009; Rui Wang 014; Yang Hu 001; Ruijin Zhou; Ming Liu 006; Longjun Liu; Jingling Yuan; Tao Li 006; Depei Qian 002 (J. Comput. Sci. Technol., 2014)

Revisit network anomaly ranking in datacenter network using re-ranking. - Shaohan Huang; Carol J. Fung; Kui Wang; Yaqi Yang; Zhongzhi Luan; Depei Qian 002 (CloudNet, 2015)

A methodology for root-cause analysis in component based systems. - Kui Wang; Carol J. Fung; Chao Ding; Polo Pei; Shaohan Huang; Zhongzhi Luan; Depei Qian 002 (IWQoS, 2015)

Leveraging Non-Volatile Storage to Achieve Versatile Cache Optimizations. - Rui Wang 014; Wangyuan Zhang; Tao Li 006; Depei Qian 002 (IEEE Comput. Archit. Lett., 2015)

Lock-based synchronization for GPU architectures. - Yunlong Xu; Lan Gao 004; Rui Wang 014; Zhongzhi Luan; Weiguo Wu; Depei Qian 002 (Conf. Computing Frontiers, 2016)

Scheduling Tasks with Mixed Timing Constraints in GPU-Powered Real-Time Systems. - Yunlong Xu; Rui Wang 014; Tao Li 006; Mingcong Song; Lan Gao 004; Zhongzhi Luan; Depei Qian 002 (ICS, 2016)

Using recurrent neural networks toward black-box system anomaly prediction. - Shaohan Huang; Carol J. Fung; Kui Wang; Polo Pei; Zhongzhi Luan; Depei Qian 002 (IWQoS, 2016)

Managing Server Clusters on Renewable Energy Mix. - Chao Li 009; Rui Wang 014; Depei Qian 002; Tao Li 006 (ACM Trans. Auton. Adapt. Syst., 2016)

Arena: Adaptive real-time update anomaly prediction in cloud systems. - Shaohan Huang; Carol J. Fung; Chang Liu; Shupeng Zhang; Guang Wei; Zhongzhi Luan; Depei Qian 002 (CNSM, 2017)

PSOM: Periodic Self-Organizing Maps for unsupervised anomaly detection in periodic time series. - Shupeng Zhang; Carol J. Fung; Shaohan Huang; Zhongzhi Luan; Depei Qian 002 (IWQoS, 2017)

Achieving Versatile and Simultaneous Cache Optimizations With Nonvolatile SRAM. - Rui Wang 014; Dan Jia; Tao Li 006; Depei Qian 002 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2017)

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)

Outlier Detection for Distributed Services using Multi-Frequency Patterns. - Lu Xu; Zhongzhi Luan; Carol J. Fung; Guang Wei; Depei Qian 002 (CNSM, 2018)

Multi-role SpTRSV on Sunway Many-Core Architecture. - Mingzhen Li 001; Yi Liu 013; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (HPCC/SmartCity/DSS, 2018)

Block-Checksum-Based Fault Tolerance for Matrix Multiplication on Large-Scale Parallel Systems. - Yanchao Zhu; Yi Liu 013; Mingzhen Li 001; Depei Qian 002 (HPCC/SmartCity/DSS, 2018)

SRAM- and STT-RAM-based hybrid, shared last-level cache for on-chip CPU-GPU heterogeneous architectures. - Lan Gao 004; Rui Wang 014; Yunlong Xu; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002; Han Zhang; Jihong Cai (J. Supercomput., 2018)

SMGuard: A Flexible and Fine-Grained Resource Management Framework for GPUs. - Chao Yu 001; Yuebin Bai; Hailong Yang 002; Kun Cheng; Yuhao Gu; Zhongzhi Luan; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2018)

SMQoS: Improving Utilization and Energy Efficiency with QoS Awareness on GPUs. - Qingxiao Sun; Yi Liu 013; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (CLUSTER, 2019)

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)

Anomaly Detection Models Based on Context-Aware Sequential Long Short-Term Memory Learning. - Lu Xu; Zhongzhi Luan; Carol J. Fung; Da Ye; Depei Qian 002 (GLOBECOM, 2019)

swCPD: Optimizing Canonical Polyadic Decomposition on Sunway Manycore Architecture. - Ming Dun; Yunchun Li; Hailong Yang 002; Wei Li 125; Zhongzhi Luan; Depei Qian 002 (HPCC/SmartCity/DSS, 2019)

Towards a General and Efficient Linked-List Hash Table on GPUs. - Lan Gao 004; Yunlong Xu; Chongyang Xu; Rui Wang 014; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (HPCC/SmartCity/DSS, 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)

Multiple Algorithms Against Multiple Hardware Architectures: Data-Driven Exploration on Deep Convolution Neural Network. - Chongyang Xu; Zhongzhi Luan; Lan Gao 004; Rui Wang 014; Han Zhang; Lianyi Zhang; Yi Liu 013; Depei Qian 002 (NPC, 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)

swTensor: accelerating tensor decomposition on Sunway architecture. - Xiaogang Zhong; Hailong Yang 002; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (CCF Trans. High Perform. Comput., 2019)

swTVM: Exploring the Automated Compilation for Deep Learning on Sunway Architecture. - Changxi Liu; Hailong Yang 002; Rujun Sun; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (CoRR, 2019)

Intelligent-Unrolling: Exploiting Regular Patterns in Irregular Applications. - Changxi Liu; Hailong Yang 002; Xu Liu 001; Zhongzhi Luan; Depei Qian 002 (CoRR, 2019)

Accelerating in-memory transaction processing using general purpose graphics processing units. - Lan Gao 004; Yunlong Xu; Rui Wang 014; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (Future Gener. Comput. Syst., 2019)

swRodinia: A Benchmark Suite for Exploiting Architecture Properties of Sunway Processor. - Bangduo Chen; Mingzhen Li 001; Hailong Yang 002; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (Bench, 2020)

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

SpTFS: sparse tensor format selection for MTTKRP via deep learning. - Qingxiao Sun; Yi Liu 013; Ming Dun; Hailong Yang 002; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (SC, 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)

Privacy for Rescue: A New Testimony Why Privacy is Vulnerable In Deep Models. - Ruiyuan Gao 001; Ming Dun; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (CoRR, 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)

Temperature-Aware DRAM Cache Management - Relaxing Thermal Constraints in 3-D Systems. - Minxuan Zhou; Andreas Prodromou; Rui Wang 014; Hailong Yang 002; Depei Qian 002; Dean M. Tullsen (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

Thread-Level Locking for SIMT Architectures. - Lan Gao 004; Yunlong Xu; Rui Wang 014; Zhongzhi Luan; Zhibin Yu 001; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2020)

Massively Scaling Seismic Processing on Sunway TaihuLight Supercomputer. - Yongmin Hu; Hailong Yang 002; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2020)

Accelerating Sparse Cholesky Factorization on Sunway Manycore Architecture. - Mingzhen Li 001; Yi Liu 013; Hailong Yang 002; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2020)

PriPro: Towards Effective Privacy Protection on Edge-Cloud System running DNN Inference. - Ruiyuan Gao 001; Hailong Yang 002; Shaohan Huang; Ming Dun; Mingzhen Li 001; Zerong Luan; Zhongzhi Luan; Depei Qian 002 (CCGRID, 2021)

csTuner: Scalable Auto-tuning Framework for Complex Stencil Computation on GPUs. - Qingxiao Sun; Yi Liu 013; Hailong Yang 002; Zhonghui Jiang; Xiaoyan Liu; Ming Dun; Zhongzhi Luan; Depei Qian 002 (CLUSTER, 2021)

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)

An optimized tensor completion library for multiple GPUs. - Ming Dun; Yunchun Li; Hailong Yang 002; Qingxiao Sun; Zhongzhi Luan; Depei Qian 002 (ICS, 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)

Towards efficient canonical polyadic decomposition on sunway many-core processor. - Ming Dun; Yunchun Li; Qingxiao Sun; Hailong Yang 002; Wei Li 125; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (Inf. Sci., 2021)

swMR: A Framework for Accelerating MapReduce Applications on Sunway Taihulight. - Xiaogang Zhong; Mingzhen Li 001; Hailong Yang 002; Yi Liu 013; Depei Qian 002 (IEEE Trans. Emerg. Top. Comput., 2021)

Towards efficient tile low-rank GEMM computation on sunway many-core processors. - Qingchang Han; Hailong Yang 002; Ming Dun; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (J. Supercomput., 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)

Towards Optimized Streaming Tensor Completion on multiple GPUs. - Jiwei Hao; Hailong Yang 002; Qingxiao Sun; Huaitao Zhang; Zhongzhi Luan; Depei Qian 002 (HPCC/DSS/SmartCity/DependSys, 2022)

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

Toward accelerated stencil computation by adapting tensor core unit on GPU. - Xiaoyan Liu; Yi Liu 013; Hailong Yang 002; Jianjin Liao; Mingzhen Li 001; Zhongzhi Luan; Depei Qian 002 (ICS, 2022)

StencilMART: Predicting Optimization Selection for Stencil Computations across GPUs. - Qingxiao Sun; Yi Liu 013; Hailong Yang 002; Zhonghui Jiang; Zhongzhi Luan; Depei Qian 002 (IPDPS, 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)

Adanomaly: Adaptive Anomaly Detection for System Logs with Adversarial Learning. - Jiaxing Qi; Zhongzhi Luan; Shaohan Huang; Yukun Wang; Carol J. Fung; Hailong Yang 002; Depei Qian 002 (NOMS, 2022)

CoGNN: Efficient Scheduling for Concurrent GNN Training on GPUs. - Qingxiao Sun; Yi Liu 013; Hailong Yang 002; Ruizhe Zhang 012; Ming Dun; Mingzhen Li 001; Xiaoyan Liu; Wencong Xiao; Yong Li 020; Zhongzhi Luan; Depei Qian 002 (SC, 2022)

FamilySeer: Towards Optimized Tensor Codes by Exploiting Computation Subgraph Similarity. - Shanjun Zhang; Mingzhen Li 001; Hailong Yang 002; Yi Liu 013; Zhongzhi Luan; Depei Qian 002 (CoRR, 2022)

EasyScale: Accuracy-consistent Elastic Training for Deep Learning. - Mingzhen Li 001; Wencong Xiao; Biao Sun 002; Hanyu Zhao; Hailong Yang 002; Shiru Ren; Zhongzhi Luan; Xianyan Jia; Yi Liu 013; Yong Li 045; Depei Qian 002; Wei Lin 016 (CoRR, 2022)

Mimose: An Input-Aware Checkpointing Planner for Efficient Training on GPU. - Jianjin Liao; Mingzhen Li 001; Qingxiao Sun; Jiwei Hao; Fengwei Yu; Shengdong Chen; Ye Tao; Zicheng Zhang; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (CoRR, 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)

QoS-aware dynamic resource allocation with improved utilization and energy efficiency on GPU. - Qingxiao Sun; Liu Yi; Hailong Yang 002; Mingzhen Li 001; Zhongzhi Luan; Depei Qian 002 (Parallel Comput., 2022)

Input-Aware Sparse Tensor Storage Format Selection for Optimizing MTTKRP. - Qingxiao Sun; Yi Liu 013; Hailong Yang 002; Ming Dun; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (IEEE Trans. Computers, 2022)

REVAL: Recommend Which Variables to Log With Pretrained Model and Graph Neural Network. - Shaozhi Dai; Zhongzhi Luan; Shaohan Huang; Carol J. Fung; He Wang; Hailong Yang 002; Depei Qian 002 (IEEE Trans. Netw. Serv. Manag., 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)

LogGPT: Exploring ChatGPT for Log-Based Anomaly Detection. - Jiaxing Qi; Shaohan Huang; Zhongzhi Luan; Shu Yang; Carol J. Fung; Hailong Yang 002; Depei Qian 002; Jing Shang 001; Zhiwen Xiao; Zhihui Wu (HPCC/DSS/SmartCity/DependSys, 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)

Exploiting Subgraph Similarities for Efficient Auto-tuning of Tensor Programs. - Mingzhen Li 001; Hailong Yang 002; Shanjun Zhang; Fengwei Yu; Ruihao Gong; Yi Liu 013; Zhongzhi Luan; Depei Qian 002 (ICPP, 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)

Exploiting Input Tensor Dynamics in Activation Checkpointing for Efficient Training on GPU. - Jianjin Liao; Mingzhen Li 001; Hailong Yang 002; Qingxiao Sun; Biao Sun 002; Jiwei Hao; Tianyu Feng; Fengwei Yu; Shengdong Chen; Ye Tao; Zicheng Zhang; Zhongzhi Luan; et al. (IPDPS, 2023)

EasyScale: Elastic Training with Consistent Accuracy and Improved Utilization on GPUs. - Mingzhen Li 001; Wencong Xiao; Hailong Yang 002; Biao Sun 002; Hanyu Zhao; Shiru Ren; Zhongzhi Luan; Xianyan Jia; Yi Liu 013; Yong Li 045; Wei Lin 016; Depei Qian 002 (SC, 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)

LogGPT: Exploring ChatGPT for Log-Based Anomaly Detection. - Jiaxing Qi; Shaohan Huang; Zhongzhi Luan; Carol J. Fung; Hailong Yang 002; Depei Qian 002 (CoRR, 2023)

LogEncoder: Log-Based Contrastive Representation Learning for Anomaly Detection. - Jiaxing Qi; Zhongzhi Luan; Shaohan Huang; Carol J. Fung; Hailong Yang 002; Hanlu Li; Danfeng Zhu; Depei Qian 002 (IEEE Trans. Netw. Serv. Manag., 2023)

Input-Aware Sparse Tensor Storage Format Selection for Optimizing MTTKRP. - Hailong Yang 002; Yi Liu 013; Zhongzhi Luan; Lin Gan 001; Guangwen Yang 002; Depei Qian 002 (Computer, 2023)

Adapting combined tiling to stencil optimizations on sunway processor. - Biao Sun 002; Mingzhen Li 001; Hailong Yang 002; Jun Xu; Zhongzhi Luan; Depei Qian 002 (CCF Trans. High Perform. Comput., 2023)

HAOTuner: A Hardware Adaptive Operator Auto-Tuner for Dynamic Shape Tensor Compilers. - Pengyu Mu; Yi Liu 013; Rui Wang 014; Guoxiang Liu; Zhonghao Sun; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (IEEE Trans. Computers, 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)

Jigsaw: Accelerating SpMM with Vector Sparsity on Sparse Tensor Core. - Kaige Zhang 002; Xiaoyan Liu; Hailong Yang 002; Tianyu Feng; Xinyu Yang; Yi Liu 013; Zhongzhi Luan; Depei Qian 002 (ICPP, 2024)

Tetris: Accelerating Sparse Convolution by Exploiting Memory Reuse on GPU. - Xiaoyan Liu; Xuegui Zheng; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (PPoPP, 2024)

Moirae: Generating High-Performance Composite Stencil Programs with Global Optimizations. - Xiaoyan Liu; Xinyu Yang; Kejie Ma; Shanghao Liu; Kaige Zhang 002; Hailong Yang 002; Yi Liu 013; Zhongzhi Luan; Depei Qian 002 (SC, 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)

Gloss: Guiding Large Language Models to Answer Questions from System Logs. - Shaohan Huang; Yi Liu 013; Jiaxing Qi; Jing Shang 001; Zhiwen Xiao; Carol J. Fung; Zhihui Wu; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (SANER, 2024)

Building a domain-specific compiler for emerging processors with a reusable approach. - Mingzhen Li 001; Yi Liu 013; Bangduo Chen; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (Sci. China Inf. Sci., 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)

FDLoRA: Personalized Federated Learning of Large Language Model via Dual LoRA Tuning. - Jiaxing Qi; Zhongzhi Luan; Shaohan Huang; Carol J. Fung; Hailong Yang 002; Depei Qian 002 (CoRR, 2024)

ElasticBatch: A Learning-Augmented Elastic Scheduling System for Batch Inference on MIG. - Jiaxing Qi; Wencong Xiao; Mingzhen Li 001; Chaojie Yang; Yong Li 045; Wei Lin 016; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2024)

Adaptive Auto-Tuning Framework for Global Exploration of Stencil Optimization on GPUs. - Qingxiao Sun; Yi Liu 013; Hailong Yang 002; Zhonghui Jiang; Zhongzhi Luan; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2024)

Towards optimized tensor code generation for deep learning on sunway many-core processor. - Mingzhen Li 001; Changxi Liu; Jianjin Liao; Xuegui Zheng; Hailong Yang 002; Rujun Sun; Jun Xu; Lin Gan 001; Guangwen Yang 002; Zhongzhi Luan; Depei Qian 002 (Frontiers Comput. Sci., 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)

SpikeLog: Log-Based Anomaly Detection via Potential-Assisted Spiking Neuron Network. - Jiaxing Qi; Zhongzhi Luan; Shaohan Huang; Carol J. Fung; Hailong Yang 002; Depei Qian 002 (IEEE Trans. Knowl. Data Eng., 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)

OVERT: Orchestrating Vector-Scalar Execution for Efficient SpMV on Modern CPUs. - Kelun Lei; Hailong Yang 002; Kaige Zhang 002; Shaokang Du; Marc Casas; Yufan Xu 001; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (ICPP, 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)

CB-SpMV: A Data Aggregating and Balance Algorithm for for Cache-Friendly Block-Based SpMV on GPUs. - Xing Cong; FuKai Sun; YiFan Chen; Chenhao Xie 001; Yi Liu 013; Depei Qian 002 (ICS, 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)

Accelerating Complex Stencil Computations with Adaptive Fusion Strategy. - Siqi Wang; Hailong Yang 002; Pengbo Wang; Shaokang Du; Yufan Xu 001; Qingxiao Sun; Xiaoyan Liu; Xuezhu Wang; Xuning Liang; 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)

LogMoE: Lightweight Expert Mixture for Cross-System Log Anomaly Detection. - Jiaxing Qi; Zhongzhi Luan; Shaohan Huang; Carol J. Fung; Yuchen Wang; Aibin Wang; Hongyu Zhang; Hailong Yang 002; Depei Qian 002 (ASE, 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)

Deep Learning Operators Performance Tuning for Changeable Sized Input Data on Tensor Accelerate Hardware. - Pengyu Mu; Yi Liu 013; Rui Wang 014; Guoxiang Liu; Hangcheng An; Qianhe Zhao; Hailong Yang 002; Chenhao Xie 001; Zhongzhi Luan; Chunye Gong; Depei Qian 002 (IEEE Trans. Computers, 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)

Sifter: An Efficient Operator Auto-Tuner With Speculative Design Space Exploration for Deep Learning Compiler. - Qianhe Zhao; Rui Wang 014; Yi Liu 013; Hailong Yang 002; Zhongzhi Luan; Depei Qian 002 (IEEE Trans. Computers, 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)

PreTrans: Enabling Efficient CGRA Multi-Task Context Switch Through Config Pre-Mapping and Data Transceiving. - Yufei Yang; Chenhao Xie 001; Liansheng Liu; Xiyuan Peng; Yu Peng 002; Hailong Yang 002; Depei Qian 002 (IEEE Trans. Parallel Distributed Syst., 2025)

RLHFSpec: Breaking the Efficiency Bottleneck in RLHF Training via Adaptive Drafting. - Siqi Wang; Hailong Yang 002; Junjie Zhu; Xuezhu Wang; Yufan Xu 001; Depei Qian 002 (CoRR, 2025)

xGR: Efficient Generative Recommendation Serving at Scale. - Qingxiao Sun; Tongxuan Liu; Shen Zhang; Siyu Wu 001; Peijun Yang; Haotian Liang; Menxin Li; Xiaolong Ma; Zhiwei Liang; Ziyi Ren; Minchao Zhang; Xinyu Liu; et al. (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)

ElasGNN: An Elastic Training Framework for Distributed GNN Training. - Siqi Wang; Hailong Yang 002; Pengbo Wang; Hongliang Cao; Yufan Xu 001; Xuezhu Wang; Zhongzhi Luan; Yi Liu 013; Depei Qian 002 (PPoPP, 2026)

APERTURE: Algorithm-System Co-optimization for Temporal Graph Network Inference. - Yiqing Wang; Hailong Yang 002; Enze Yu; Qingxiao Sun; Kejie Ma; Kaige Zhang 002; Chenhao Xie 001; Depei Qian 002 (PPoPP, 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)

AccelSync: Verifying Synchronization Coverage in Accelerator Pipeline Programs. - Hangcheng An; Rui Wang 014; Depei Qian 002 (CoRR, 2026)

CB-SpMV:A Data Aggregating and Balance Algorithm for Cache-Friendly Block-Based SpMV on GPUs. - Xing Cong; FuKai Sun; Yifan Chen; Chenhao Xie 001; Yi Liu 013; Depei Qian 002 (CoRR, 2026)