Dazhao Cheng

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 45

Top Topics

Top Venues

IEEE Trans. Parallel Distributed Syst.

IEEE Trans. Computers

IEEE Trans. Cloud Comput.

Publications

Wei Rang, Huanghuang Liang, Ye Wang, Xiaobo Zhou, Dazhao Cheng
A unified hybrid memory system for scalable deep learning and big data applications. J. Parallel Distributed Comput. 186 (2024)
Zheng Zhang, Yaqi Xia, Hulin Wang, Donglin Yang, Chuang Hu, Xiaobo Zhou, Dazhao Cheng
MPMoE: Memory Efficient MoE for Pre-Trained Models With Adaptive Pipeline Parallelism. IEEE Trans. Parallel Distributed Syst. 35 (6) (2024)
Hulin Wang, Donglin Yang, Yaqi Xia, Zheng Zhang, Qigang Wang, Jianping Fan, Xiaobo Zhou, Dazhao Cheng
Raptor-T: A Fused and Memory-Efficient Sparse Transformer for Long and Variable-Length Sequences. IEEE Trans. Computers 73 (7) (2024)
Zhili He, Tianyu Tu, Kanye Ye Wang, Bing Luo, Dazhao Cheng, Chuang Hu
Federated Spectrum Management Through Hedonic Coalition Formation. APNet (2024)
Yufan Lu, Chuang Hu, Yili Gong, Dazhao Cheng
Improving User Experience via Reinforcement Learning-Based Resource Management on Mobile Devices. ICIC (2) (2024)
Huanghuang Liang, Zheng Zhang, Chuang Hu, Yili Gong, Dazhao Cheng
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications. IEEE Trans. Big Data 10 (2) (2024)
Ziqi Xiao, Zhili He, Huanghuang Liang, Chuang Hu, Dazhao Cheng
Controlling Aluminum Strip Thickness by Clustered Reinforcement Learning With Real-World Dataset. IEEE Trans. Ind. Informatics 20 (8) (2024)
Liu Liu, Zhijun Ding, Dazhao Cheng, Xiaobo Zhou
Locality-Aware and Fault-Tolerant Batching for Machine Learning on Distributed Datasets. IEEE Trans. Cloud Comput. 12 (2) (2024)
Dazhao Cheng, Kai Yan, Xinquan Cai, Yili Gong, Chuang Hu
SLO-Aware Function Placement for Serverless Workflows With Layer-Wise Memory Sharing. IEEE Trans. Parallel Distributed Syst. 35 (6) (2024)
Xingguo Pang, Yanze Zhang, Liu Liu, Dazhao Cheng, Chengzhong Xu, Xiaobo Zhou
Expeditious High-Concurrency MicroVM SnapStart in Persistent Memory with an Augmented Hypervisor. USENIX ATC (2024)
Xinquan Cai, Qianlong Sang, Chuang Hu, Yili Gong, Kun Suo, Xiaobo Zhou, Dazhao Cheng
Incendio: Priority-Based Scheduling for Alleviating Cold Start in Serverless Computing. IEEE Trans. Computers 73 (7) (2024)
Zheng Zhang, Donglin Yang, Yaqi Xia, Liang Ding, Dacheng Tao, Xiaobo Zhou, Dazhao Cheng
MPipeMoE: Memory Efficient MoE for Pre-trained Models with Adaptive Pipeline Parallelism. IPDPS (2023)
Huanghuang Liang, Qianlong Sang, Chuang Hu, Yili Gong, Dazhao Cheng, Xiaobo Zhou, Yu Wang
TAPU: A Transmission-Analytics Processing Unit for Accelerating Multifunctions in IoT Gateways. IEEE Internet Things J. 10 (20) (2023)
Huanghuang Liang, Qianlong Sang, Chuang Hu, Dazhao Cheng, Xiaobo Zhou, Dan Wang, Wei Bao, Yu Wang
DNN Surgery: Accelerating DNN Inference on the Edge Through Layer Partitioning. IEEE Trans. Cloud Comput. 11 (3) (2023)
Chuang Hu, Rui Lu, Qianlong Sang, Huanghuang Liang, Dan Wang, Dazhao Cheng, Jin Zhang, Qing Li, Junkun Peng
An Edge-Side Real-Time Video Analytics System With Dual Computing Resource Control. IEEE Trans. Computers 72 (12) (2023)
Dazhao Cheng, Yu Wang, Dong Dai
Dynamic Resource Provisioning for Iterative Workloads on Apache Spark. IEEE Trans. Cloud Comput. 11 (1) (2023)
Xinliang Wei, A. B. M. Mohaimenur Rahman, Dazhao Cheng, Yu Wang
Joint Optimization Across Timescales: Resource Placement and Task Dispatching in Edge Clouds. IEEE Trans. Cloud Comput. 11 (1) (2023)
Boan Liu, Liang Ding, Li Shen, Keqin Peng, Yu Cao, Dazhao Cheng, Dacheng Tao
Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer. CoRR (2023)
Yaqi Xia, Zheng Zhang, Hulin Wang, Donglin Yang, Xiaobo Zhou, Dazhao Cheng
Redundancy-Free High-Performance Dynamic GNN Training with Hierarchical Pipeline Parallelism. HPDC (2023)
Zheng Zhang, Liang Ding, Dazhao Cheng, Xuebo Liu, Min Zhang, Dacheng Tao
BLISS: Robust Sequence-to-Sequence Learning via Self-Supervised Input Representation. CoRR (2022)
Donglin Yang, Dazhao Cheng, Wei Rang, Yu Wang
Joint Optimization of MapReduce Scheduling and Network Policy in Hierarchical Data Centers. IEEE Trans. Cloud Comput. 10 (1) (2022)
Abdullah Al Raqibul Islam, Dong Dai, Dazhao Cheng
VCSR: Mutable CSR Graph Format Using Vertex-Centric Packed Memory Array. CCGRID (2022)
Kun Suo, Junggab Son, Dazhao Cheng, Wei Chen, Sabur Baidya
Tackling Cold Start of Serverless Applications by Efficient and Adaptive Container Runtime Reusing. CLUSTER (2021)
Ting Li, Zhijin Qiu, Lijuan Cao, Dazhao Cheng, Weichao Wang, Xinghua Shi, Yu Wang
Privacy-Preserving Participant Grouping for Mobile Social Sensing Over Edge Clouds. IEEE Trans. Netw. Sci. Eng. 8 (2) (2021)
Wei Rang, Donglin Yang, Zhimin Li, Dazhao Cheng
Scalable Data Management on Hybrid Memory System for Deep Neural Network Applications. IEEE BigData (2021)
Wei Rang, Donglin Yang, Dazhao Cheng, Yu Wang
Data Life Aware Model Updating Strategy for Stream-Based Online Deep Learning. IEEE Trans. Parallel Distributed Syst. 32 (10) (2021)
Donglin Yang, Dazhao Cheng
Efficient GPU Memory Management for Nonlinear DNNs. HPDC (2020)
Donglin Yang, Wei Rang, Dazhao Cheng
Mitigating Stragglers in the Decentralized Training on Heterogeneous Clusters. Middleware (2020)
Jiannan Tian, Sheng Di, Chengming Zhang, Xin Liang, Sian Jin, Dazhao Cheng, Dingwen Tao, Franck Cappello
waveSZ: a hardware-algorithm co-design of efficient lossy compression for scientific data. PPoPP (2020)
Wei Rang, Donglin Yang, Dazhao Cheng, Kun Suo, Wei Chen
Data Life Aware Model Updating Strategy for Stream-based Online Deep Learning. CLUSTER (2020)
Kun Suo, Yong Shi, Xiaohua Xu, Dazhao Cheng, Wei Chen
Tackling Cold Start in Serverless Computing with Container Runtime Reusing. NAI@SIGCOMM (2020)
Wei Rang, Donglin Yang, Dazhao Cheng
A Shared Memory Cache Layer across Multiple Executors in Apache Spark. IEEE BigData (2020)
Donglin Yang, Wei Rang, Dazhao Cheng, Yu Wang, Jiannan Tian, Dingwen Tao
Elastic Executor Provisioning for Iterative Workloads on Apache Spark. IEEE BigData (2019)
Dazhao Cheng, Xiaobo Zhou, Zhijun Ding, Yu Wang, Mike Ji
Heterogeneity Aware Workload Management in Distributed Sustainable Datacenters. IEEE Trans. Parallel Distributed Syst. 30 (2) (2019)
Dazhao Cheng, Xiaobo Zhou, Yinggen Xu, Liu Liu, Changjun Jiang
Deadline-Aware MapReduce Job Scheduling with Dynamic Resource Availability. IEEE Trans. Parallel Distributed Syst. 30 (4) (2019)
Dazhao Cheng, Xiaobo Zhou, Yu Wang, Changjun Jiang
Adaptive Scheduling Parallel Jobs with Dynamic Batching in Spark Streaming. IEEE Trans. Parallel Distributed Syst. 29 (12) (2018)
Donglin Yang, Wei Rang, Dazhao Cheng
Joint Optimization of MapReduce Scheduling and Network Policy in Hierarchical Clouds. ICPP (2018)
Palden Lama, Shaoqi Wang, Xiaobo Zhou, Dazhao Cheng
Performance Isolation of Data-Intensive Scale-out Applications in a Multi-tenant Cloud. IPDPS (2018)
Tiago B. G. Perez, Xiaobo Zhou, Dazhao Cheng
Reference-distance Eviction and Prefetching for Cache Management in Spark. ICPP (2018)
Dazhao Cheng, Xiaobo Zhou, Palden Lama, Mike Ji, Changjun Jiang
Energy Efficiency Aware Task Assignment with DVFS in Heterogeneous Hadoop Clusters. IEEE Trans. Parallel Distributed Syst. 29 (1) (2018)
Dazhao Cheng, Xiaobo Zhou, Palden Lama, Jun Wu, Changjun Jiang
Cross-Platform Resource Scheduling for Spark and MapReduce on YARN. IEEE Trans. Computers 66 (8) (2017)
Yanfei Guo, Jia Rao, Dazhao Cheng, Xiaobo Zhou
iShuffle: Improving Hadoop Performance with Shuffle-on-Write. IEEE Trans. Parallel Distributed Syst. 28 (6) (2017)
Dazhao Cheng, Jia Rao, Yanfei Guo, Changjun Jiang, Xiaobo Zhou
Improving Performance of Heterogeneous MapReduce Clusters with Adaptive Task Tuning. IEEE Trans. Parallel Distributed Syst. 28 (3) (2017)
Dazhao Cheng, Yuan Chen, Xiaobo Zhou, Daniel Gmach, Dejan S. Milojicic
Adaptive scheduling of parallel jobs in spark streaming. INFOCOM (2017)
Dazhao Cheng, Jia Rao, Changjun Jiang, Xiaobo Zhou
Elastic Power-Aware Resource Provisioning of Heterogeneous Workloads in Self-Sustainable Datacenters. IEEE Trans. Computers 65 (2) (2016)
Dazhao Cheng, Yanfei Guo, Changjun Jiang, Xiaobo Zhou
Self-Tuning Batching with DVFS for Performance Improvement and Energy Efficiency in Internet Servers. ACM Trans. Auton. Adapt. Syst. 10 (1) (2015)
Dazhao Cheng, Palden Lama, Changjun Jiang, Xiaobo Zhou
Towards Energy Efficiency in Heterogeneous Hadoop Clusters by Adaptive Task Assignment. ICDCS (2015)
Dazhao Cheng, Jia Rao, Changjun Jiang, Xiaobo Zhou
Resource and Deadline-Aware Job Scheduling in Dynamic Hadoop Clusters. IPDPS (2015)
Yanfei Guo, Jia Rao, Dazhao Cheng, Changjun Jiang, Cheng-Zhong Xu, Xiaobo Zhou
StoreApp: A shared storage appliance for efficient and scalable virtualized Hadoop clusters. INFOCOM (2015)
Dazhao Cheng, Changjun Jiang, Xiaobo Zhou
Heterogeneity-Aware Workload Placement and Migration in Distributed Sustainable Datacenters. IPDPS (2014)
Dazhao Cheng, Jia Rao, Yanfei Guo, Xiaobo Zhou
Improving MapReduce performance in heterogeneous environments with adaptive task tuning. Middleware (2014)
Dazhao Cheng, Yanfei Guo, Xiaobo Zhou
Self-Tuning Batching with DVFS for Improving Performance and Energy Efficiency in Servers. MASCOTS (2013)