Characterization of real workloads of web search engines. - Huafeng Xi; Jianfeng Zhan; Zhen Jia 001; Xuehai Hong; Lei Wang 004; Lixin Zhang 002; Ninghui Sun; Gang Lu (IISWC, 2011)

High Volume Throughput Computing: Identifying and Characterizing Throughput Oriented Workloads in Data Centers. - Jianfeng Zhan; Lixin Zhang 002; Ninghui Sun; Lei Wang 004; Zhen Jia 001; Chunjie Luo (IPDPS Workshops, 2012)

LogMaster: Mining Event Correlations in Logs of Large-Scale Cluster Systems. - Xiaoyu Fu; Rui Ren; Jianfeng Zhan; Wei Zhou 019; Zhen Jia 001; Gang Lu (SRDS, 2012)

The Implications of Diverse Applications and Scalable Data Sets in Benchmarking Big Data Systems. - Zhen Jia 001; Runlin Zhou; Chunge Zhu; Lei Wang 004; Wanling Gao; Yingjie Shi; Jianfeng Zhan; Lixin Zhang 002 (WBDB, 2012)

CloudRank-D: benchmarking and ranking cloud computing systems for data processing applications. - Chunjie Luo; Jianfeng Zhan; Zhen Jia 001; Lei Wang 004; Gang Lu; Lixin Zhang 002; Cheng-Zhong Xu 001; Ninghui Sun (Frontiers Comput. Sci., 2012)

Precise, Scalable, and Online Request Tracing for Multitier Services of Black Boxes. - Bo Sang; Jianfeng Zhan; Gang Lu; Haining Wang 001; Dongyan Xu; Lei Wang 004; Zhihong Zhang; Zhen Jia 001 (IEEE Trans. Parallel Distributed Syst., 2012)

CloudRank-V: A Desktop Cloud Benchmark with Complex Workloads. - Lin Cai 006; Zhen Jia 001; Yong Qi; Lei Wang 004 (HPCC/EUC, 2013)

Characterizing data analysis workloads in data centers. - Zhen Jia 001; Lei Wang 004; Jianfeng Zhan; Lixin Zhang 002; Chunjie Luo (IISWC, 2013)

BigDataBench: a Big Data Benchmark Suite from Web Search Engines. - Wanling Gao; Yuqing Zhu 001; Zhen Jia 001; Chunjie Luo; Lei Wang 004; Zhiguo Li; Jianfeng Zhan; Yong Qi; Yongqiang He; Shimin Gong; Xiaona Li; Shujie Zhang; et al. (CoRR, 2013)

BigDataBench: A big data benchmark suite from internet services. - Lei Wang 004; Jianfeng Zhan; Chunjie Luo; Yuqing Zhu 001; Qiang Yang 012; Yongqiang He; Wanling Gao; Zhen Jia 001; Yingjie Shi; Shujie Zhang; Chen Zheng 001; Gang Lu; et al. (HPCA, 2014)

Characterizing and subsetting big data workloads. - Zhen Jia 001; Jianfeng Zhan; Lei Wang 004; Rui Han 001; Sally A. McKee; Qiang Yang 012; Chunjie Luo; Jingwei Li (IISWC, 2014)

Understanding the behavior of in-memory computing workloads. - Tao Jiang 010; Qianlong Zhang; Rui Hou 001; Lin Chai; Sally A. McKee; Zhen Jia 001; Ninghui Sun (IISWC, 2014)

Characterizing Data Analytics Workloads on Intel Xeon Phi. - Biwei Xie; Xu Liu 001; Jianfeng Zhan; Zhen Jia 001; Yuqing Zhu 001; Lei Wang 004; Lixin Zhang 002 (IISWC, 2015)

Benchmarking Big Data Systems: State-of-the-Art and Future Directions. - Rui Han 001; Zhen Jia 001; Wanling Gao; Xinhui Tian; Lei Wang 004 (CoRR, 2015)

Understanding Big Data Analytic Workloads on Modern Processors. - Zhen Jia 001; Lei Wang 004; Jianfeng Zhan; Lixin Zhang 002; Chunjie Luo; Ninghui Sun (CoRR, 2015)

Characterization and Architectural Implications of Big Data Workloads. - Lei Wang 004; Jianfeng Zhan; Zhen Jia 001; Rui Han 001 (CoRR, 2015)

Auto-tuning Spark Big Data Workloads on POWER8: Prediction-Based Dynamic SMT Threading. - Zhen Jia 001; Chao Xue; Guancheng Chen; Jianfeng Zhan; Lixin Zhang 002; Yonghua Lin; H. Peter Hofstee (PACT, 2016)

BDTUne: Hierarchical correlation-based performance analysis and rule-based diagnosis for big data systems. - Rui Ren; Zhen Jia 001; Lei Wang 004; Jianfeng Zhan; Tianxu Yi (IEEE BigData, 2016)

Understanding Data Analytics Workloads on Intel(R) Xeon Phi(R). - Biwei Xie; Xu Liu 001; Sally A. McKee; Jianfeng Zhan; Zhen Jia 001; Lei Wang 004; Lixin Zhang 002 (HPCC/SmartCity/DSS, 2016)

Characterizing OS Behaviors of Datacenter and Big Data Workloads. - Chen Zheng 001; Jianfeng Zhan; Zhen Jia 001; Lixin Zhang 002 (HPCC/SmartCity/DSS, 2016)

Characterization and architectural implications of big data workloads. - Lei Wang 004; Rui Ren; Jianfeng Zhan; Zhen Jia 001 (ISPASS, 2016)

CloudMix: Generating Diverse and Reducible Workloads for Cloud Systems. - Rui Han 001; Zan Zong; Fan Zhang 047; José Luis Vázquez-Poletti; Zhen Jia 001; Lei Wang 004 (CLOUD, 2017)

BigDataBench-S: An Open-Source Scientific Big Data Benchmark Suite. - Xinhui Tian; Shaopeng Dai; Zhihui Du; Wanling Gao; Rui Ren; Yaodong Cheng; Zhifei Zhang; Zhen Jia 001; Peijian Wang; Jianfeng Zhan (IPDPS Workshops, 2017)

A Dwarf-based Scalable Big Data Benchmarking Methodology. - Wanling Gao; Lei Wang 004; Jianfeng Zhan; Chunjie Luo; Daoyi Zheng; Zhen Jia 001; Biwei Xie; Chen Zheng 001; Qiang Yang 012; Haibin Wang (CoRR, 2017)

Understanding Big Data Analytics Workloads on Modern Processors. - Zhen Jia 001; Jianfeng Zhan; Lei Wang 004; Chunjie Luo; Wanling Gao; Yi Jin; Rui Han 001; Lixin Zhang 002 (IEEE Trans. Parallel Distributed Syst., 2017)

AIBench: Towards Scalable and Comprehensive Datacenter AI Benchmarking. - Wanling Gao; Chunjie Luo; Lei Wang 004; Xingwang Xiong; Jianan Chen 003; Tianshu Hao; Zihan Jiang; Fanda Fan; Mengjia Du; Yunyou Huang; Fan Zhang 047; Xu Wen; et al. (Bench, 2018)

Benchmarking SpMV Methods on Many-Core Platforms. - Biwei Xie; Zhen Jia 001; Yungang Bao (Bench, 2018)

CVR: efficient vectorization of SpMV on x86 processors. - Biwei Xie; Jianfeng Zhan; Xu Liu 001; Wanling Gao; Zhen Jia 001; Xiwen He; Lixin Zhang 002 (CGO, 2018)

Data Motif-based Proxy Benchmarks for Big Data and AI Workloads. - Wanling Gao; Jianfeng Zhan; Lei Wang 004; Chunjie Luo; Zhen Jia 001; Daoyi Zheng; Chen Zheng 001; Xiwen He; Hainan Ye; Haibin Wang; Rui Ren (IISWC, 2018)

Optimizing N-dimensional, winograd-based convolution for manycore CPUs. - Zhen Jia 001; Aleksandar Zlateski; Frédo Durand; Kai Li 001 (PPoPP, 2018)

Big Data Dwarfs: Towards Fully Understanding Big Data Analytics Workloads. - Wanling Gao; Lei Wang 004; Jianfeng Zhan; Chunjie Luo; Daoyi Zheng; Zhen Jia 001; Biwei Xie; Chen Zheng 001; Qiang Yang 012; Haibin Wang (CoRR, 2018)

FFT Convolutions are Faster than Winograd on Modern CPUs, Here is Why. - Aleksandar Zlateski; Zhen Jia 001; Kai Li 001; Frédo Durand (CoRR, 2018)

The anatomy of efficient FFT and winograd convolutions on modern CPUs. - Aleksandar Zlateski; Zhen Jia 001; Kai Li 001; Frédo Durand (ICS, 2019)

RAGuard: An Efficient and User-Transparent Hardware Mechanism against ROP Attacks. - Jun Zhang; Rui Hou 001; Wei Song 002; Sally A. McKee; Zhen Jia 001; Chen Zheng 001; Mingyu Chen 001; Lixin Zhang 002; Dan Meng 002 (ACM Trans. Archit. Code Optim., 2019)

Understanding Processors Design Decisions for Data Analytics in Homogeneous Data Centers. - Zhen Jia 001; Wanling Gao; Yingjie Shi; Sally A. McKee; Zhenyan Ji; Jianfeng Zhan; Lei Wang 004; Lixin Zhang 002 (IEEE Trans. Big Data, 2019)

LoWino: Towards Efficient Low-Precision Winograd Convolutions on Modern CPUs. - Guangli Li; Zhen Jia 001; Xiaobing Feng 002; Yida Wang 003 (ICPP, 2021)

GEMINI: Fast Failure Recovery in Distributed Training with In-Memory Checkpoints. - Zhuang Wang; Zhen Jia 001; Shuai Zheng 004; Zhen Zhang 063; Xinwei Fu; T. S. Eugene Ng; Yida Wang 003 (SOSP, 2023)

RAF: Holistic Compilation for Deep Learning Model Training. - Cody Hao Yu; Haozheng Fan; Guangtai Huang; Zhen Jia 001; Yizhi Liu; Jie Wang 022; Zach Zheng; Yuan Zhou; Haichen Shen; Junru Shao; Mu Li 003; Yida Wang 003 (CoRR, 2023)

DynaPipe: Optimizing Multi-task Training through Dynamic Pipelines. - Chenyu Jiang 002; Zhen Jia 001; Shuai Zheng 004; Yida Wang 003; Chuan Wu 001 (EuroSys, 2024)

Lancet: Accelerating Mixture-of-Experts Training via Whole Graph Computation-Communication Overlapping. - Chenyu Jiang 002; Ye Tian; Zhen Jia 001; Shuai Zheng 004; Chuan Wu 001; Yida Wang 003 (MLSys, 2024)

DiffusionPipe: Training Large Diffusion Models with Efficient Pipelines. - Ye Tian; Zhen Jia 001; Ziyue Luo; Yida Wang 003; Chuan Wu 001 (MLSys, 2024)

Fast Convolution Meets Low Precision: Exploring Efficient Quantized Winograd Convolution on Modern CPUs. - Xueying Wang 003; Guangli Li; Zhen Jia 001; Xiaobing Feng 002; Yida Wang 003 (ACM Trans. Archit. Code Optim., 2024)