Shiyou Qian

Shanghai Jiao Tong University — China

Computer Science · Physical Sciences

15h-index771citations138works1.92yr avg
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Research Topics

Cloud Computing and Resource Management(31), Peer-to-Peer Network Technologies(27), Caching and Content Delivery(26), IoT and Edge/Fog Computing(19), Network Security and Intrusion Detection(15)

Publications138 total

GFS: A Preemption-aware Scheduling Framework for GPU Clusters with Predictive Spot Instance Management
2025Open Access
LLM-SrcLog: Towards Proactive and Unified Log Template Extraction via Large Language Models
arXiv (Cornell University)·2025Open Access
PAST: A Primary-Auxiliary Spatio-Temporal Network for Traffic Time Series Imputation
arXiv (Cornell University)·2025Open Access
Overlapping Reconstruction Based on Biased Attention for Consecutive Sequence Imputation
Communications in computer and information science·2025
EDGC: Entropy-driven Dynamic Gradient Compression for Efficient LLM Training
arXiv (Cornell University)·2025Open Access
DANet: A RAG-inspired Dual Attention Model for Few-shot Time Series Prediction
2025
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey
ACM Transactions on Software Engineering and Methodology·2025· 4 cited
GFS: A Preemption-aware Scheduling Framework for GPU Clusters with Predictive Spot Instance Management
arXiv (Cornell University)·2025Open Access
Atys: An Efficient Profiling Framework for Identifying Hotspot Functions in Large-scale Cloud Microservices
arXiv (Cornell University)·2025Open Access
PipeCo: Pipelining Cold Start of Deep Learning Inference Services on Serverless Platforms
ACM SIGMETRICS Performance Evaluation Review·2025
FeadSeq: A Personalized Federated Anomaly Detection Framework for Discrete Event Sequences
ACM Transactions on Knowledge Discovery from Data·2025· 1 cited
PipeCo: Pipelining Cold Start of Deep Learning Inference Services on Serverless Platforms
2025· 1 cited
PipeCo: Pipelining Cold Start of Deep Learning Inference Services on Serverless Platforms
Proceedings of the ACM on Measurement and Analysis of Computing Systems·2025
EPC: An ensemble packet classification framework for efficient and stable performance
Computer Networks·2025
AWB+-Tree: A Novel Width-Based Index Structure Supporting Hybrid Matching for Large-Scale Content-Based Pub/Sub Systems
IEEE Transactions on Parallel and Distributed Systems·2025
ADELA: Accelerating Evolutionary Design of Machine Learning Pipelines with the Accompanying Surrogate Model
Proceedings of the AAAI Conference on Artificial Intelligence·2025Open Access
DABL: Detecting Semantic Anomalies in Business Processes Using Large Language Models
Proceedings of the AAAI Conference on Artificial Intelligence·2025· 6 citedOpen Access
Enhancing Graph-based Fraud Detection by Adversarial Confidence Reweighting
2025
MPF: A Multi-Noise Perception Framework to Enhance Online Map Matching Algorithms
IEEE Transactions on Intelligent Transportation Systems·2025
Pattern-oriented Attention Mechanism for Multivariate Time Series Forecasting
ACM Transactions on Knowledge Discovery from Data·2025· 1 cited
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Frequent Co-authors

Jian Cao(34), Guangtao Xue(23), Yanmin Zhu(17), Jiadi Yu(15), Minglu Li(12), Minglu Li(11), Wei Guan(9), Yang Gu(9), Jie Wang(4), Li Lü(4), Zhong Wang(3), Juan Li(3), Bin Cheng(3), Jian Cao(3), Zhengyu Liao(3), Yanhua Cao(3), Frédéric Le Mouël(2), Weichao Mao(2), Chengnian Long(2), Tao Zhang(2)