论文发表

会议论文

[C4] Lingxiao Jin, Zinuo Cai, Zebin Chen, Hongyu Zhao and Ruhui Ma. AARC: Automated Affinity-aware Resource Configuration for Serverless Workflows. Design Automation Conference. 2025. (CCF-A, 共同一作)

[C3] Xueyuan Han, Zinuo Cai, Yichu Zhang, Chongxin Fan, Junhan Liu, Ruhui Ma, Rajkumar Buyya. Hermes: Memory-Efficient Pipeline Inference for Large Models on Edge Devices. IEEE International Conference on Computer Design. 2024. (CCF-B)

[C2] Jianyong Yuan, Jiayi Zhang, Zinuo Cai, Junchi Yan. Towards Variance Reduction for Reinforcement Learning of Industrial Decision-making Tasks: A Bi-Critic based Demand-Constraint Decoupling Approach. Proceedings of ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD). 2024. (CCF-A)

[C1] Zinuo Cai, Jianyong Yuan, Yang Hua, Tao Song, Hao Wang, Zhengui Xue, Ningxin Hu, Jonathan Ding, Ruhui Ma, Mohammad Reza Haghighat, Haibing Guan. Themis: A Fair Evaluation Platform for Computer Vision Competitions. International Joint Conferences on Artificial Intelligence (IJCAI). 2021. (CCF-A)

期刊论文

[J14] Junhan Liu, Zinuo Cai, Yumou Liu, Hao Li, Zongpu Zhang, Ruhui Ma, Rajkumar Buyya. SMORE: Enhancing GPU Utilization in Deep Learning Clusters by Serverless-based Co-location Scheduling. IEEE Transactions on Parallel and Distributed Systems. 2025. (CCF-A, SCI Q1, 共同一作)

[J13] Liwei Lin, Rongbo Ma, Zejian Wang, Zinuo Cai, Haochen Xu, Baoheng Zhang, Ruhui Ma, Rajkumar Buyya. HWDSQP: a Historical Weighted and Dynamic Scheduling Quantum Protocol to Enhance Communication Reliability. IEEE Journal on Selected Areas in Communications. 2025. (CCF-A, SCI Q1)

[J12] Jiantao Zhang, Bojun Ren, Yicheng Fu, Rongbo Ma, Zinuo Cai, Weishan Zhang, Ruhui Ma, Jinshan Sun. HyperTuneFaaS: A Serverless Framework for Hyperparameter Tuning in Image Processing Models. Displays. 2025.

[J11] Xinglei Chen, Zinuo Cai, Hanwen Zhang, Ruhui Ma, Rajkumar Buyya. FasDL: An Efficient Serverless-Based Training Architecture with Communication Optimization and Resource Configuration. IEEE Transactions on Computers. 2024. (CCF-A, 共同一作)

[J10] Renjun Zhang, Tianming Zhang, Zinuo Cai, Dongmei Li, Ruhui Ma, Rajkumar Buyya. MemoriaNova: Optimizing Memory-Aware Model Inference on Edge Devices. ACM Transactions on Architecture and Code Optimization. 2024. (CCF-A)

[J9] Peiwen Jiang, Haoxin Wang, Zinuo Cai, Lintao Gao, Weishan Zhang, Ruhui Ma, Xiaokang Zhou. Slob: Suboptimal load balancing scheduling in local heterogeneous gpu clusters for large language model inference. IEEE Transactions on Computational Social Systems. 2024. (SCI Q2)

[J8] Zinuo Cai, Rongbo Ma, Yicheng Fu, Weishan Zhang, Ruhui Ma, Haibing Guan. LLMaaS: Serving Large Language Models on Trusted Serverless Computing Platforms. IEEE Transactions on Artificial Intelligence. 2024.

[J7] Zinuo Cai, Zebin Chen, Xinglei Chen, Ruhui Ma, Haibing Guan, Rajkumar Buyya. SPSC: Stream Processing Framework Atop Serverless Computing for Industrial Big Data. IEEE Transactions on Cybernetics. 2024. (CCF-B, SCI Q1)

[J6] Zhijie Wang, Ruhui Ma, Hongjian Shi, Zinuo Cai, Liwei Lin, Haibing Guan. Deep Convolutional Linear Precoder Neural Network for Rate Splitting Strategy of Aerial Computing Networks. IEEE Transactions on Network Science and Engineering. 2024. (SCI Q2)

[J5] Zinuo Cai, Zebin Chen, Ruhui Ma, Haibing Guan. SMSS: Stateful Model Serving in Metaverse With Serverless Computing and GPU Sharing. IEEE Journal on Selected Areas in Communications. 2023. (CCF-A, SCI Q1)

[J4] Shanxing Pan, Hongyu Zhao, Zinuo Cai, Dongmei Li, Ruhui Ma, Haibing Guan. Sustainable serverless computing with cold-start optimization and automatic workflow resource scheduling. IEEE Transactions on Sustainable Computing. 2023. (SCI Q2)

[J3] Zinuo Cai, Zebin Chen, Zihan Liu, Quanmin Xie, Ruhui Ma, Haibing Guan. RIDIC: Real-Time Intelligent Transportation System With Dispersed Computing. IEEE Transactions on Intelligent Transportation Systems. 2023. (SCI Q2)

[J2] Hongyu Zhao, Shanxing Pan, Zinuo Cai, Xinglei Chen, Lingxiao Jin, Honghao Gao, Shaohua Wan, Ruhui Ma, Haibing Guan. faaShark: An end-to-end network traffic analysis system atop serverless computing platforms. 2023. (SCI Q2)

[J1] Zinuo Cai, Bojun Ren, Ruhui Ma, Haibing Guan, Mengke Tian, Yong Wang. GUARDIAN: A Hardware-Assisted Distributed Framework to Enhance Deep Learning Security. IEEE Transactions on Computational Social Systems. 2023. (SCI Q2)