Yuting Li, Chao Qiu, Shaoyuan Huang, Tengwen Zhang, Yunfeng Zhao, Xiaofei Wang. (2026). "Prism: Proactive Workload-Aware Optimization for Hybrid-Service in LMaaS Systems." 2026 IEEE 46th International Conference on Distributed Computing Systems (ICDCS).
Publications
You can also find my articles on my Google Scholar profile.
29 / 29 publications Papers can have multiple area tags; highlight marks CCF-A, JCR Q1, CAS Q1, or selected papers.
Shuren Liu, Tiancheng Zhang, Shaoyuan Huang, Nan Xue, Yedong Ning, Cheng Zhang, Xiaofei Wang. (2026). "N2V: A Lightweight Image-Based Model for Predicting Extreme Regions in Network Traffic." ICC 2026 - IEEE International Conference on Communications.
Tiancheng Zhang, Yulin Chen, Yunfeng Zhao, Shaoyuan Huang, Cheng Zhang, Xiaofei Wang. (2026). "MAPS: Memory-Aware Predictive Scheduling Framework for Large Language Models Serving." International Conference on Machine Learning (ICML). (CCF-A)
Highlight CCF-A
Yuting Li*, Shaoyuan Huang*, Xiangqi Liu, Yunfeng Zhao, Xiaofei Wang. (2026). "BRIDGE: Block-Wise Speculative Coordination for Cloud-Edge Retrieval-Augmented Generation." ACM SIGKDD Conference on Knowledge Discovery and Data Mining (ACM KDD). (CCF-A)
Highlight CCF-A
Shaoyuan Huang, Zheng Wang, Heng Zhang, Xiaofei Wang, Cheng Zhang, Wenyu Wang. (2026). "DynEformer: A Unified Framework for Robust Workload Prediction Under Dynamic Environment." IEEE Transactions on Knowledge and Data Engineering (TKDE). (JCR Q1, CAS Q1, CCF-A, IF: 10.4).
Highlight CCF-A JCR Q1 CAS Q1
Shaoyuan Huang, Xiaokai Wang, Na Yan, Xiaofei Wang, Wenyu Wang, Yansha Deng. (2026). "CoLLM: A Unified Framework for Co-execution of LLMs Federated Fine-tuning and Inference." arXiv preprint arXiv:2604.16400.
Yan Gao, Shaoyuan Huang, Yonghui Ye, Jie Fu, Minglai Shao, Huaming Wu, Yansha Deng. (2026). "Workflow-Aware Expert Routing for Distributed LLM Serving Over the Edge-Cloud Continuum." IEEE Transactions on Cognitive Communications and Networking.
Yan Gao, Shaoyuan Huang, Minglai Shao, Huaming Wu, Yansha Deng. (2026). "Cognitive GenAI-as-a-Service Orchestration in Edge Networks: A Value-Adaptive Multi-Agent Learning Framework." IEEE Transactions on Cognitive Communications and Networking.
[arXiv'25]
ScaleDL: Towards Scalable and Efficient Runtime Prediction for Distributed Deep Learning Workloads
Xiaokai Wang, Shaoyuan Huang, Yuting Li, Xiaofei Wang. (2025). "ScaleDL: Towards Scalable and Efficient Runtime Prediction for Distributed Deep Learning Workloads." arXiv preprint arXiv:2511.04162.
Tiancheng Zhang, Cheng Zhang, Shuren Liu, Xiaofei Wang, Shaoyuan Huang, Wenyu Wang. (2025). "HRS: Hybrid Representation Framework with Scheduling Awareness for Time Series Forecasting in Crowdsourced Cloud-Edge Platforms." European Conference on Artificial Intelligence (ECAI).
Yuting Li, Shaoyuan Huang, Tengwen Zhang, Chao Qiu, Mengwei Xu, Cheng Zhang, Xiaofei Wang. (2025). "Scout: Tailored Collaborative Workload Forecasting for Multi-Tenant Edge Cloud Platforms." IEEE International Conference on Communications (IEEE ICC). (CCF-B)
CCF-B
Heng Zhang, Shaoyuan Huang, Mengwei Xu, Deke Guo, Xiaofei Wang, Xin Wang, Victor C.M. Leung, Wenyu Wang. (2025). "Large-scale Measurements and Optimizations on Latency in Edge Clouds." IEEE Transactions on Cloud Computing. (JCR-2, IF:5.4)
[INFOCOM'25]
Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms
Yuting Li, Shaoyuan Huang, Tengwen Zhang, Cheng Zhang, Xiaofei Wang, Victor C.M. Leung. (2025). "Sentinel: Scheduling Live Streams with Proactive Anomaly Detection in Crowdsourced Cloud-Edge Platforms." IEEE International Conference on Computer Communications (IEEE INFOCOM). (CCF-A)
Highlight CCF-A
[KDD'25]
MetaEformer: Unveiling and Leveraging Meta-Patterns for Complex and Dynamic Systems Load Forecasting
Shaoyuan Huang, Tiancheng Zhang, Zhongtian Zhang, Xiaofei Wang, Lanjun Wang, Xin Wang. (2025). "MetaEformer: Unveiling and Leveraging Meta-Patterns for Complex and Dynamic Systems Load Forecasting." 31TH ACM SIGKDD Conference on Knowledge Discovery and Data Mining (ACM SIGKDD). (CCF-A)
Highlight CCF-A
Ledong An, Chenyang Wang, Shaoyuan Huang, Yang Guo, Cheng Zhang, Chao Qiu, Xiaofei Wang. (2024). "MTEE: Multiscale Temporal Entropy Evaluation Paradigm for Heterogeneous Complex Datasets." IFIP International Conference on Network and Parallel Computing (NPC).
[NPC'24]
AnaNET: Anatomical Network for Aggregated Time Series Forecasting in Multi-layered Architecture
Tiancheng Zhang, Cheng Zhang, Shuren Liu, Xiaofei Wang, Shaoyuan Huang. (2024). "AnaNET: Anatomical Network for Aggregated Time Series Forecasting in Multi-layered Architecture." IFIP International Conference on Network and Parallel Computing (NPC).
Ci Chu, Shaoyuan Huang, Cheng Zhang, Xiaofei Wang, Cheng Gao, Di Nayato. (2024). "QDPformer: Quantum-Driven Workload Prediction Model Based on Transformer." IFIP International Conference on Network and Parallel Computing, 435-447.
Tiancheng Zhang, Tao Luo, Shaoyuan Huang, Yi Li, Xiaofei Wang. (2024). "IRNet: INVANETs Performance Prediction via Spatio-Temporal Graph Attention Networks." IEEE 21st International Conference on Mobile Ad-Hoc and Smart Systems.
Tiancheng Zhang, Shaoyuan Huang, Cheng Zhang, Xiaofei Wang, Wenyu Wang. (2024). "EasyTS: The Express Lane to Long Time Series Forecasting." AAAI 2024 Demonstration Program. (CCF-A)
Highlight CCF-A
[INFOCOM'24]
QM-RGNN: An Efficient Online QoS Measurement Framework with Sparse Matrix Imputation for Distributed Edge Clouds
Heng Zhang, Zixuan Cui, Shaoyuan Huang, Deke Guo, Xiaofei Wang, Wenyu Wang. (2024). "QM-RGNN: An Efficient Online QoS Measurement Framework with Sparse Matrix Imputation for Distributed Edge Clouds." IEEE International Conference on Computer Communications (IEEE INFOCOM). (CCF-A)
Highlight CCF-A
[INFOCOM'24]
Seer: Proactive Revenue-Aware Scheduling for Live Streaming Services in Crowdsourced Cloud-Edge Platforms
Shaoyuan Huang, Zheng Wang, Zhongtian Zhang, Heng Zhang, Xiaofei Wang, Wenyu Wang. (2024). "Seer: Proactive Revenue-Aware Scheduling for Live Streaming Services in Crowdsourced Cloud-Edge Platforms." IEEE International Conference on Computer Communications (IEEE INFOCOM). (CCF-A)
Highlight CCF-A
[IWQoS'23]
How Far Have Edge Clouds Gone? A Spatial-Temporal Analysis of Edge Network Latency In the Wild
Heng Zhang, Shaoyuan Huang, Mengwei Xu, Deke Guo, Xiaofei Wang, Victor C. M. Leung, Wenyu Wang. (2023). "How Far Have Edge Clouds Gone? A Spatial-Temporal Analysis of Edge Network Latency In the Wild." IEEE/ACM International Symposium on Quality of Service (IWQoS). (CCF-B)
CCF-B
Shaoyuan Huang, Zheng Wang, Heng Zhang, Xiaofei Wang, Cheng Zhang, Wenyu Wang. (2023). "One for All: Unified Workload Prediction for Dynamic Multi-tenant Edge Cloud Platforms." 29TH ACM SIGKDD Conference on Knowledge Discovery and Data Mining (ACM SIGKDD). (CCF-A)
Highlight CCF-A
Hui Sun, Yiru Chen, Kewei Sha, Shaoyuan Huang, Xiaofei Wang, Weisong Shi. (2023). "A Proactive On-Demand Content Placement Strategy in Edge Intelligent Gateways." IEEE Transactions on Parallel and Distributed Systems. (JCR-1, IF:5.6)
Highlight JCR Q1
Heng Zhang, Shaoyuan Huang, Xin Wang, Jianxin Li, Xiaofei Wang*, Victor C. M. Leung. (2022). "A Measurement-driven Analysis and Prediction of Content Propagation in the Device-to-Device Social Networks." IEEE Transactions on Knowledge and Data Engineering. (JCR-1, IF:8.9)
Highlight JCR Q1
[JCC'22]
MF-GCN-LSTM: A Cloud-Edge Distributed Framework for Key Positions Prediction in Grid Projects
Shaoyuan Huang, Yuxi Zhang, Guozheng Peng, Juan Zhao, Keping Zhu, Heng Zhang, Xiaofei Wang*. (2022). "MF-GCN-LSTM: A Cloud-Edge Distributed Framework for Key Positions Prediction in Grid Projects." Journal of Cloud Computing. (JCR-2, IF:4.0)
Shaoyuan Huang, Heng Zhang, Xiaofei Wang*, Min Chen, Jianxin Li, Victor C.M. Leung. (2022). "Fine-grained Spatio-Temporal Distribution Prediction of Mobile Content Delivery in 5G Ultra-Dense Networks." IEEE Transactions on Mobile Computing. (JCR-1, IF:7.9)
Highlight JCR Q1
[SmartIoT'21]
Spatial-Temporal-Correlation Multi-Feature-based Project Engineering and Prediction in Smart Grid
Shaoyuan Huang, Guozheng Peng, Yi Zhang, Juan Zhao, Keping Zhu, Heng Zhang, Xiaofei Wang. (2021). "Spatial-Temporal-Correlation Multi-Feature-based Project Engineering and Prediction in Smart Grid." 2021 IEEE International Conference on Smart Internet of Things (SmartIoT).
Shaoyuan Huang, Heng Zhang, Xiaofei Wang, Min Chen, Jianxin Li, Victor C.M. Leung. (2021). "Spatial-Temporal-Social Multi-Feature-based Fine Grained Hot Spots Prediction for Content Delivery Services in 5G Era." 30th ACM International Conference on Information and Knowledge Management (ACM CIKM). (CCF-B)
CCF-B
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