Author notations: * denotes the author is a student advised by Dr.Shuhao Zhang. # denotes the author is a staff advised by Dr.Shuhao Zhang.
2025
[SIGMOD] Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality Xilin Tang, Feng Zhang, Shuhao Zhang, Yani Liu, Bingsheng He, Xiaoyong Du
International Conference on Management of Data (SIGMOD) (2025)
2024
[Nature Communication] MatSwarm: Trusted Swarm Transfer Learning Driven Materials Computation for Secure Big Data Sharing Cheng Xu, Ran Wang, Shuhao Zhang, Fangwen Ye, Yusen Tang, Sisui Tang, Hangning Zhang, Wendi Du, and Xiaotong Zhang
Nature Communications (2024)
[EMNLP] A Framework of Knowledge Graph-Enhanced Large Language Model Based on Question Decomposition and Atomic Retrieval Yading Li, Dandan Song, Changzhi Zhou, Yuhang Tian, Hao Wang, Ziyi Yang, Shuhao Zhang
Empirical Methods in Natural Language Processing (long paper, Findings) (2024)
[Neurips] LibAMM: Empirical Insights into Approximate Computing for Accelerating Matrix Multiplication Xianzhi Zeng, Wenchao Jiang, Shuhao Zhang
Conference on Neural Information Processing Systems (2024)
[ICDM] MOStream: A Modular and Self-Optimizing Data Stream Clustering Algorithm Zhengru Wang, Xin Wang, Shuhao Zhang
International Conference on Data Mining (ICDM) (2024) PDF
[SIGMOD] PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation Xianzhi Zeng*, Shuhao Zhang, Hongbin Zhong, Hao Zhang, Mian Lu, Zhao Zheng, Yuqiang Chen
International Conference on Management of Data (SIGMOD) (2024)
[ICPP] PREACT: Predictive Resource Allocation for Bursty Workloads in a Co-located Data Center Ziyang Xiao, Dongxiang Zhang, Dingyu Yang, Shuhao Zhang, Jian Cao, Gang Chen
International Conference in Parallel Processing (ICPP) (2024)
[IWQoS] Low-Latency Video Conferencing via Optimized Packet Routing and Reordering Yao Xiao, Amelie chi Zhou, Sitian Chen, Shuhao Zhang, Yi Wang, Rui Mao, Xuan Yang
IEEE International Symposium on Quality of Service (2024)
[TKDE] CStream: Parallel Data Stream Compression on Multicore Edge Devices Xianzhi Zeng*, Shuhao Zhang
IEEE Transactions on Knowledge and Data Engineering (2024)
[ICDE] Fast Parallel Recovery for Transactional Stream Processing on Multicores Jianjun Zhao*, Haikun Liu, Shuhao Zhang, Zhuohui Duan, Xiaofei Liao, Hai Jin, Yu Zhang
IEEE 39rd International Conference on Data Engineering (2024)
[ICDE] MorphStream: Scalable Processing of Transactions over Streams Siqi Xiang*, Zhonghao Yang*, Shuhao Zhang, Jianjun Zhao, Yancan Mao
IEEE 39rd International Conference on Data Engineering (ICDE Demo) (2024)
[SIGMOD] Predictive and Near-Optimal Sampling for View Materialization in Video Databases Yanchao Xu, Dongxiang Zhang, Shuhao Zhang, Sai Wu, Zexu Feng, Gang Chen
International Conference on Management of Data (SIGMOD) (2024)
2023
[SIGMOD] MorphStream: Adaptive Scheduling for Scalable Transactional Stream Processing on Multicores Yancan Mao#, Jianjun Zhao, Shuhao Zhang, Haikun Liu, Volker Markl
International Conference on Management of Data (SIGMOD) (2023) PDF
[EMNLP] SentiStream: A Co-Training Framework for Adaptive Online Sentiment Analysis in Evolving Data Streams Yuhao Wu*, Karthick Sharma*, Chun Wei Seah, Shuhao Zhang
Empirical Methods in Natural Language Processing (long paper, main track) (2023) PDF
[SIGMOD] Data Stream Clustering: An In-depth Empirical Study Xin Wang*, Zhengru Wang*, Zhenyu Wu#, Shuhao Zhang, Xuanhua Shi, Li Lu
International Conference on Management of Data (SIGMOD) (2023) PDF
[VLDBJ] A Survey on Transactional Stream Processing Shuhao Zhang, Juan Soto, Volker Markl
The International Journal on Very Large Data Bases Journal (VLDBJ) (2023) PDF
[ICDE] Scalable Online Interval Join on Modern Multicore Processors in OpenMLDB Hao Zhang, Xianzhi Zeng*, Shuhao Zhang, Xinyi Liu, Mian Lu, Zhao Zheng
IEEE 39rd International Conference on Data Engineering (ICDE) (2023) PDF
[DEBS] A Hardware-Conscious Stateful Stream Compression Framework for IoT Applications (Vision) Xianzhi Zeng*, Shuhao Zhang
International Conference on Distributed and Event-Based Systems (DEBS) (2023) PDF
[ICDE] Parallelizing Stream Compression for IoT Applications on Asymmetric Multicores Xianzhi Zeng*, Shuhao Zhang
IEEE 39rd International Conference on Data Engineering (ICDE) (2023) PDF
[ICDE] CompressStreamDB: Fine-Grained Adaptive Stream Processing without Decompression Yu Zhang, Feng Zhang, Hourun Li, Shuhao Zhang, Xiaoyong Du
In 2023 IEEE 39rd International Conference on Data Engineering (ICDE) (2023)
2022
[VLDBJ] Payment behavior prediction on shared parking lots with TR-GCN Qingyu Xu, Feng Zhang, Mingde Zhang, Jidong Zhai, Bingsheng He, Cheng Yang, Shuhao Zhang, Jiazao Lin, Haidi Liu, Xiaoyong Du
The VLDB Journal Jan 2022 (2022) PDF
[MDPI] Revisiting the Design of Parallel Stream Joins on Trusted Execution Environments Souhail Meftah, Shuhao Zhang, Bharadwaj Veeravalli, Khin Mi Mi Aung
MDPI Algorithms 2022 (2022) PDF
2021
[SIGMOD] Parallelizing Intra-Window Join on Multicores: An Experimental Study Shuhao Zhang, Yancan Mao, Jiong He, Philipp M. Grulich, Steffen Zeuch, Bingsheng He, Richard T. B. Ma, Volker Markl
International Conference on Management of Data (SIGMOD) (2021) PDF
[TPDS] Fine-Grained Multi-Query Stream Processing on Integrated Architectures Feng Zhang, Chenyang Zhang, Lin Yang, Cheng Yang, Shuhao Zhang, Bingsheng He, Wei Lu, Xiaoyong Du
IEEE Transactions on Parallel and Distributed Systems (TPDS) (2021) PDF
[TKDE] Periodic Weather-Aware LSTM with Event Mechanism for Parking Behavior Prediction F. Zhang, Y. Liu, N. Feng, C. Yang, J. Zhai, Shuhao Zhang, B. He, J. Lin, X. Zhang, X. Du
IEEE Transactions on Knowledge and Data Engineering (2021) PDF
2020
[ICDE] Towards Concurrent Stateful Stream Processing on Multicore Processors Shuhao Zhang, Yingjun Wu, Feng Zhang, Bingsheng He
IEEE 36th International Conference on Data Engineering (ICDE) (2020) PDF
[OJIOT] NebulaStream: Complex Analytics Beyond the Cloud Steffen Zeuch, Eleni Tzirita Zacharatou, Shuhao Zhang, Xenofon Chatziliadis, Ankit Chaudhary, Bonaventura Del Monte, Dimitrios Giouroukis, Philipp M. Grulich, Ariane Ziehn, Volker Markl
Open Journal of Internet Of Things (OJIOT) (2020) PDF
[IJCAI] PewLSTM: Periodic LSTM with Weather-Aware Gating Mechanism for Parking Behavior Prediction Feng Zhang, Ningxuan Feng, Yani Liu, Cheng Yang, Jidong Zhai, Shuhao Zhang, Bingsheng He, Jiazao Lin, Xiaoyong Du
International Joint Conference on Artificial Intelligence (IJCAI) (2020) PDF
[ATC] FineStream: Fine-Grained Window-Based Stream Processing on CPU-GPU Integrated Architectures Feng Zhang, Lin Yang, Shuhao Zhang, Bingsheng He, Wei Lu, Xiaoyong Du
USENIX Annual Technical Conference (USENIX ATC 20) (2020) PDF
[SIGMOD Rec.] Hardware-Conscious Stream Processing: A Survey Shuhao Zhang, Feng Zhang, Yingjun Wu, Bingsheng He, Paul Johns
SIGMOD Rec. (2020) PDF
2019
[BigMM] TraV: An Interactive Exploration System for Massive Trajectory Data J. Ang, T. Fu, J. Paul, Shuhao Zhang, B. He, T. S. D. Wenceslao, S. Y. Tan
IEEE Fifth International Conference on Multimedia Big Data (BigMM) (2019) PDF
[SIGMOD] BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures Shuhao Zhang, Jiong He, Amelie Chi Zhou, Bingsheng He
Proceedings of the 2019 International Conference on Management of Data (SIGMOD) (2019) PDF
2017
[ICDE] Multi-Query Optimization for Complex Event Processing in SAP ESP Shuhao Zhang, H. T. Vo, D. Dahlmeier, B. He
IEEE 33rd International Conference on Data Engineering (ICDE) (2017) PDF
[ICDE] Revisiting the Design of Data Stream Processing Systems on Multi-Core Processors Shuhao Zhang, B. He, D. Dahlmeier, A. C. Zhou, T. Heinze
IEEE 33rd International Conference on Data Engineering (ICDE) (2017) PDF
[TPDS] Understanding Co-Running Behaviors on Integrated CPU/GPU Architectures F. Zhang, J. Zhai, B. He, Shuhao Zhang, W. Chen
IEEE Transactions on Parallel and Distributed Systems (2017) PDF
2016
[SC] Elastic Multi-resource Fairness: Balancing Fairness and Efficiency in Coupled CPU-GPU Architectures S. Tang, B. He, Shuhao Zhang, and Z. Niu
Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (2016) PDF
[TPDS] Melia: A MapReduce Framework on OpenCL-Based FPGAs Zeke Wang, Shuhao Zhang, Bingsheng He, Wei Zhang
IEEE Transactions on Parallel and Distributed Systems (2016) PDF
2015
[MASCOTS] To Co-run, or Not to Co-run: A Performance Study on Integrated Architectures Feng Zhang, Jidong Zhai, Wenguang Chen, Bingsheng He, Shuhao Zhang
IEEE 23rd International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (2015) PDF
2014
[VLDB] In-Cache Query Co-Processing on Coupled CPU-GPU Architectures Jiong He, Shuhao Zhang, Bingsheng He
Proceedings of the VLDB Endowment (2014) PDF
2013
[VLDB] OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures Shuhao Zhang, Jiong He, Bingsheng He, Mian Lu
Proceedings of the VLDB Endowment (2013) PDF
Preprints (Technical Reports)
Online Continual Knowledge Learning for Language Models
Yuhao Wu, Tongjun Shi, Karthick Sharma, Chun Wei Seah, Shuhao Zhang PDF
StreamPrompt: Learnable Prompt-guided Data Selection for Efficient Stream Learning
Tongjun Shi, Shuhao Zhang PDF
A Modular and Self-Optimizing Algorithm for Data Stream Clustering
Zhengru Wang, Xin Wang, Shuhao Zhang PDF
TransNFV: Integrating Transactional Semantics for Efficient State Management in Virtual Network Functions
Zhonghao Yang, Shuhao Zhang, Binbin Chen PDF
Harnessing Scalable Transactional Stream Processing for Managing Large Language Models
Shuhao Zhang, Xianzhi Zeng, Yuhao Wu, Zhonghao Yang PDF
MorphStream: Scalable Processing of Transactions over Streams on Multicores
Yancan Mao, Jianjun Zhao, Haikun Liu, Shuhao Zhang, Volker Markl PDF
A Framework for Fast Polarity Labelling of Massive Data Streams
Huilin Wu, Mian Lu, Zhao Zheng, Shuhao Zhang PDF