论文档案 · 张书豪

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研究围绕并行与分布式系统中的高效执行和状态管理展开，涵盖硬件感知执行、并发调度与迁移恢复，以及持续学习和动态检索。近年来重点推进国产算力上的推理系统，将这些积累用于模型执行、推理调度和长期运行服务。

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论文标记说明：[First Author]、[Corresponding Author]、[CCF-A]。PDF 入口见文末；无下载链接的条目保留题录。

完整论文列表

以下按研究内容组织题录；研究论文、综述和系统演示分别标注。已接收但尚未正式出版的工作保留接收状态。

推理调度、数据流编排与并发处理

[SC] BidKV: Utility-Guided Preemption Scheduling for KV-Pressure LLM Serving. Yanbo Chen, Mingqi Wang, Shuhao Zhang, Xiaofei Liao, Hai Jin. International Conference for High Performance Computing, Networking, Storage and Analysis (SC). [Corresponding Author] [CCF-A]
[ICML] SAGE: A Dataflow-Native Framework for Modular, Controllable, and Transparent LLM-Augmented Reasoning. Jun Liu, Peilin Liu, Ruicheng Zhang, Senlei Zhang, Yanbo Chen, Ziao Wang, Jinyun Yang, Mingqi Wang, Shuhao Zhang, Xiaofei Liao, Hai Jin. International Conference on Machine Learning (ICML). [Corresponding Author] [CCF-A]
[ICPP Demo] Demonstrating SAGE: A Dataflow-Native Framework for Modular, Controllable, and Transparent LLM-Augmented Reasoning. Jun Liu, Shuhao Zhang. International Conference on Parallel Processing (ICPP 2026), Demo Track. [Accepted Demo] [Corresponding Author]
[ICPP Demo] BriskSnapshot: A Live Demo of Join-Backed Semantic Windows for Streaming AI Pipelines. Ziao Wang, Shuhao Zhang. International Conference on Parallel Processing (ICPP 2026), Demo Track. [Accepted Demo] [Corresponding Author]
[USENIX ATC] Towards High-Performance Transactional Stateful Serverless Workflows with Affinity-Aware Leasing（RTSFaaS）. Jianjun Zhao, Haikun Liu, Shuhao Zhang, Haodi Lu, Yancan Mao, Zhuohui Duan, Xiaofei Liao, Hai Jin. USENIX Annual Technical Conference (ATC), 1535-1551, 2025. Official paper page.
[ICDCS] Spacker: Unified State Migration for Distributed Streaming. Yancan Mao, Shuhao Zhang, Richard Ma. International Conference on Distributed Computing Systems (ICDCS), 2025.
[TKDE] Scalable Transactional Stream Processing on Multicore Processors. Jianjun Zhao, Yancan Mao, Zhonghao Yang, Haikun Liu, Shuhao Zhang. IEEE Transactions on Knowledge and Data Engineering (TKDE), 37(7): 4254-4269, 2025. [Corresponding Author] [CCF-A]
[ICDE] MorphStream: Scalable Processing of Transactions over Streams. Siqi Xiang, Zhonghao Yang, Shuhao Zhang, Jianjun Zhao, and Yancan Mao. IEEE 40th International Conference on Data Engineering (ICDE Demo). [Corresponding Author] [CCF-A]
[VLDBJ] A Survey on Transactional Stream Processing（下载区写作 TSP Survey）. Shuhao Zhang, Juan Soto, Volker Markl. The VLDB Journal, 33(2): 451-479, 2024. [First Author] [CCF-A]
[ICDE] Fast Parallel Recovery for Transactional Stream Processing on Multicores. Jianjun Zhao, Haikun Liu, Shuhao Zhang, Zhuohui Duan, Xiaofei Liao, Hai Jin, and Yu Zhang. IEEE 40th International Conference on Data Engineering (ICDE). [CCF-A]
[SIGMOD] MorphStream: Adaptive Scheduling for Scalable Transactional Stream Processing on Multicores. Yancan Mao, Jianjun Zhao, Shuhao Zhang, Haikun Liu, Volker Markl. Proc. ACM Manag. Data (SIGMOD), 1(1), Article 59, 1-26, 2023. [Corresponding Author] [CCF-A]
[ICDE] Towards Concurrent Stateful Stream Processing on Multicore Processors（即 TStream）. Shuhao Zhang, Yingjun Wu, Feng Zhang, Bingsheng He. IEEE 36th International Conference on Data Engineering. [First Author] [CCF-A]
[ICDE] Multi-Query Optimization for Complex Event Processing in SAP ESP（即 MOTTO）. Shuhao Zhang, H. T. Vo, D. Dahlmeier, B. He. IEEE 33rd International Conference on Data Engineering. [First Author] [CCF-A]
[MDPI Algorithms] Revisiting the Design of Parallel Stream Joins on Trusted Execution Environments. Souhail Meftah, Shuhao Zhang, Bharadwaj Veeravalli, Khin Mi Mi Aung. MDPI Algorithms.
[VLDB] In-Cache Query Co-Processing on Coupled CPU/GPU Architectures. Jiong He, Shuhao Zhang, Bingsheng He. Proceedings of the VLDB Endowment (PVLDB), 8(4): 329-340, 2014. [CCF-A]
[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 (PVLDB), 6(12): 1374-1377, 2013. [First Author] [CCF-A]

外部记忆、数据结构与硬件感知计算

[TPDS] ComStar: Compression-Aware Stream Query for Heterogeneous Hybrid Architecture. Yani Liu, Feng Zhang, Yu Zhang, Shuhao Zhang, Bingsheng He, Jianhua Wang, Jidong Zhai, Xiaoyong Du. IEEE Transactions on Parallel and Distributed Systems, 37(4): 948-965, 2026. DOI.
[ICML] Neuromem: A Granular Decomposition of the Streaming Lifecycle in External Memory for LLMs. Ruicheng Zhang, Xinyi Li, Tianyi Xu, Shuhao Zhang, Xiaofei Liao, Hai Jin. International Conference on Machine Learning (ICML). [Corresponding Author] [CCF-A]
[ICDE] GRACE: Alleviating Reconstruction Cost in Dynamic Graph Processing Systems. Hongru Gao, Shuhao Zhang, Xiaofei Liao, and Hai Jin. IEEE 42nd International Conference on Data Engineering (ICDE). [Corresponding Author] [CCF-A]
[ICDE] Scalable Online Interval Join on Modern Multicore Processors in OpenMLDB. Hao Zhang, Xianzhi Zeng, Shuhao Zhang, Xinyi Liu, Mian Lu, and Zhao Zheng. IEEE 39th International Conference on Data Engineering (ICDE). [CCF-A]
[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). [First Author] [CCF-A]
[SIGMOD] BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures. Shuhao Zhang, Jiong He, Amelie Chi Zhou, Bingsheng He. International Conference on Management of Data (SIGMOD). [First Author] [CCF-A]
[ICDE] Revisiting the Design of Data Stream Processing Systems on Multi-Core Processors（下载区写作 Profiling DSP）. Shuhao Zhang, B. He, D. Dahlmeier, A. C. Zhou, T. Heinze. IEEE 33rd International Conference on Data Engineering. [First Author] [CCF-A]
[TKDE] Data-Aware Adaptive Compression for Stream Processing. Yu Zhang, Feng Zhang, Hourun Li, Shuhao Zhang, Xiaoguang Guo, Yuxing Chen, Anqun Pan, and Xiaoyong Du. IEEE Transactions on Knowledge and Data Engineering (TKDE), 36(9): 4531-4549, 2024. [CCF-A]
[SIGMOD] MAST: Towards Efficient Analytical Query Processing on Point Cloud Data. Jiangneng Li, Haitao Yuan, Gao Cong, Han Mao Kiah, Shuhao Zhang. Proc. ACM Manag. Data (SIGMOD), 3(1): 1-27, 2025. [CCF-A]
[NeurIPS] LibAMM: Empirical Insights into Approximate Computing for Accelerating Matrix Multiplication. Xianzhi Zeng, Wenchao Jiang, and Shuhao Zhang. Conference on Neural Information Processing Systems (NeurIPS). [Corresponding Author] [CCF-A]
[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. Proc. ACM Manag. Data (SIGMOD), 2(1): 1-24, 2024. [Corresponding Author] [CCF-A]
[TKDE] CStream: Parallel Data Stream Compression on Multicore Edge Devices. Xianzhi Zeng, Shuhao Zhang. IEEE Transactions on Knowledge and Data Engineering, 36(11): 5889-5904, 2024. [Corresponding Author] [CCF-A]
[SIGMOD] Predictive and Near-Optimal Sampling for View Materialization in Video Databases. Yanchao Xu, Dongxiang Zhang, Shuhao Zhang, Sai Wu, Zexu Feng, Gang Chen. Proc. ACM Manag. Data (SIGMOD), 2(1): 1-27, 2024. [CCF-A]
[ICDE] Parallelizing Stream Compression for IoT Applications on Asymmetric Multicores. Xianzhi Zeng and Shuhao Zhang. IEEE 39th International Conference on Data Engineering (ICDE). [CCF-A]
[ICDE] CompressStreamDB: Fine-Grained Adaptive Stream Processing without Decompression. Yu Zhang, Feng Zhang, Hourun Li, Shuhao Zhang, and Xiaoyong Du. IEEE 39th International Conference on Data Engineering (ICDE). [CCF-A]
[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), 32(9), 2021. [CCF-A]
[USENIX 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). [CCF-A]
[PVLDB] Select Edges Wisely: Monotonic Path Aware Graph Layout Optimization for Disk-Based ANN Search. Ziyang Yue, Bolong Zheng, Ling Xu, Kanru Xu, Shuhao Zhang, Yajuan Du, Yunjun Gao, Xiaofang Zhou, and Christian S. Jensen. Proceedings of the VLDB Endowment, 18(11): 4337-4349, 2025. [CCF-A]
[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).
[IWQoS] Low-Latency Video Conferencing via Optimized Packet Routing and Reordering（下载区写作 LLVC）. Yao Xiao, Sitian Chen, Amelie Chi Zhou, Shuhao Zhang, Yi Wang, Rui Mao, Xuan Yang. IEEE International Symposium on Quality of Service, 2024. 作者与发表信息.
[TPDS] Understanding Co-Running Behaviors on Integrated CPU/GPU Architectures（下载区写作 Co-Run Study）. F. Zhang, J. Zhai, B. He, Shuhao Zhang, W. Chen. IEEE Transactions on Parallel and Distributed Systems (TPDS). [CCF-A]
[SC] Elastic Multi-resource Fairness: Balancing Fairness and Efficiency in Coupled CPU/GPU Architectures（下载区写作 SC Paper）. S. Tang, B. He, Shuhao Zhang, Z. Niu. International Conference for High Performance Computing, Networking, Storage and Analysis (SC). [CCF-A]
[TPDS] Melia: A MapReduce Framework on OpenCL-Based FPGAs. Zeke Wang, Shuhao Zhang, Bingsheng He, Wei Zhang. IEEE Transactions on Parallel and Distributed Systems (TPDS), 27(12): 3547-3560, 2016. [CCF-A]

持续学习、动态检索与智能应用

[ICDE 2027] BriskSeed: Online History-Guided Reuse for Accelerating Dynamic Approximate Nearest Neighbor Search. Hongru Gao, Shuhao Zhang, Haikun Liu, Xiaofei Liao, Hai Jin. 43rd IEEE International Conference on Data Engineering (ICDE 2027). [Accepted — Research First Round] [Corresponding Author] 题录与研究摘要.
[AAAI] ActiShade: Activating Overshadowed Knowledge to Guide Multi-Hop Reasoning in Large Language Models. Huipeng Ma, Luan Zhang, Dandan Song, Linmei Hu, Yuhang Tian, Jun Yang, Changzhi Zhou, Chenhao Li, Yizhou Jin, Xudong Li, Meng Lin, Mingxing Zhang, Shuhao Zhang. Proceedings of the AAAI Conference on Artificial Intelligence, 40(38): 32419-32427, 2026. Official paper page.
[SIGMOD] Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality（下载区写作 Adaptive Sampling / FreeSam）. Xilin Tang, Feng Zhang, Shuhao Zhang, Yani Liu, Bingsheng He, Xiaoyong Du. Proc. ACM Manag. Data, 2(4): 1-31, 2024 (SIGMOD 2025). [CCF-A]
[ICDE] Scalable Machine Learning for Real-Time Fault Diagnosis in Industrial IoT Cooling Roller Systems (SRTFD). Dandan Zhao, Karthick Sharma, Yuxin Qi, Qixun Liu, and Shuhao Zhang. IEEE 41st International Conference on Data Engineering (ICDE). [Corresponding Author] [CCF-A]
[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). [Corresponding Author]
[ICDM] MOStream: A Modular and Self-Optimizing Data Stream Clustering Algorithm. Zhengru Wang, Xin Wang, Shuhao Zhang. International Conference on Data Mining (ICDM). [Corresponding Author]
[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). [Corresponding Author] [CCF-A]
[CVPR] Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints. Yuhao Zhou, Yuxin Tian, Jindi Lv, Mingjia Shi, Yuanxi Li, Qing Ye, Shuhao Zhang, and Jiancheng Lv. Conference on Computer Vision and Pattern Recognition (CVPR). [CCF-A]
[WWW] StreamFP: Fingerprint-guided Data Selection for Efficient Stream Learning. Changwu Li, Tongjun Shi, Shuhao Zhang, Binbin Chen, Bingsheng He, Xiaofei Liao, and Hai Jin. The Web Conference (WWW). [Corresponding Author] [CCF-A]
[EMNLP] A Framework of Knowledge Graph-Enhanced Large Language Model Based on Question Decomposition and Atomic Retrieval（对应 KELDaR）. Yading Li, Dandan Song, Changzhi Zhou, Yuhang Tian, Hao Wang, Ziyi Yang, and Shuhao Zhang. Empirical Methods in Natural Language Processing (Findings).
[TKDE] A Framework of Knowledge Graph-Enhanced Large Language Model Based on Global Planning. Yading Li, Dandan Song, Yuhang Tian, Hao Wang, Changzhi Zhou, and Shuhao Zhang. IEEE Transactions on Knowledge and Data Engineering, 38(2): 736-748, 2026 (online-first 2025). [CCF-A]
[WWW] FlowRAG: Continual Learning for Dynamic Retriever in Retrieval-Augmented Generation. Senlei Zhang, Tongjun Shi, Dandan Song, Luan Zhang, Shuhao Zhang, Xiaofei Liao, and Hai Jin. The Web Conference (WWW). [Corresponding Author] [CCF-A]
[SIGMOD] CANDOR-Bench: Benchmarking In-Memory Continuous ANNS under Dynamic Open-World Streams [Experiments & Analysis]. Mingqi Wang, Junyao Dong, Zhuoyan Wu, Jun Liu, Ruicheng Zhang, Jianjun Zhao, Ruipeng Wan, Xinyan Lei, Shuhao Zhang, Bolong Zheng, Haikun Liu, Xiaofei Liao, and Hai Jin. International Conference on Management of Data (SIGMOD). [Corresponding Author] [CCF-A]
[ACL Findings] Multi-Hop Knowledge Editing via Critic-Guided Multi-Agent Reasoning. Xudong Li, Yuhang Tian, Dandan Song, Zhijing Wu, Shuhao Zhang, Jun Yang, Yongyu Huo, Changzhi Zhou, Xinyu Zhang, Chenhao Li, Huipeng Ma, Luan Zhang, Yan Xu, Qian Liu. Findings of the Association for Computational Linguistics (ACL 2026 Findings).
[ACL] FusionFlow: Enabling Deep Structural Exploration for Automated Agentic Workflow Generation. Xiang Wang, Zongtao Yang, Zhuojian Hong, Shuhao Zhang, Wei Wei. Annual Meeting of the Association for Computational Linguistics (ACL 2026 Main Conference). [CCF-A]
[IJCAI] Detecting Hallucination in Large Language Models through Deep Internal Representation Analysis. Luan Zhang, Dandan Song, Zhijing Wu, Yuhang Tian, Changzhi Zhou, Jing Xu, Ziyi Yang, and Shuhao Zhang. International Joint Conference on Artificial Intelligence (IJCAI). [CCF-A]
[NC] 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, 15(1), 2024.
[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, 31(5), 2022. [CCF-A]
[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 (TKDE), 34(12), 2022. [CCF-A]
[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). [CCF-A]

其他论文

[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). [Corresponding Author]
[SIGMOD Rec.] Hardware-Conscious Stream Processing: A Survey. Shuhao Zhang, Feng Zhang, Yingjun Wu, Bingsheng He, Paul Johns. SIGMOD Record, 48(4), 2019 (online February 2020). [First Author]
[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).
[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). [Corresponding Author]
[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 (MASCOTS).

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