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2020 – today
- 2025
[j15]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 87: 102990 (2025)- [j14]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 J. Sel. Areas Commun. 43(8): 2810-2824 (2025) - [j13]Renjun Zhang, Tianming Zhang, Zinuo Cai, Dongmei Li, Ruhui Ma, Rajkumar Buyya:
MemoriaNova: Optimizing Memory-Aware Model Inference for Edge Computing. ACM Trans. Archit. Code Optim. 22(1): 3:1-3:25 (2025) - [j12]Lingxiao Jin, Zinuo Cai, Haoxin Wang, Zongpu Zhang, Ruhui Ma, Haibing Guan, Yuan Liu, Rajkumar Buyya:
Ephemera: Accelerating I/O-Intensive Serverless Workloads with a Harvested In-memory File System. ACM Trans. Archit. Code Optim. 22(3): 102:1-102:24 (2025) - [j11]Zinuo Cai, Rongbo Ma, Yicheng Fu, Weishan Zhang, Ruhui Ma, Haibing Guan:
LLMaaS: Serving Large-Language Models on Trusted Serverless Computing Platforms. IEEE Trans. Artif. Intell. 6(2): 405-415 (2025) - [j10]Xinglei Chen, Zinuo Cai, Hanwen Zhang, Ruhui Ma, Rajkumar Buyya:
FasDL: An Efficient Serverless-Based Training Architecture With Communication Optimization and Resource Configuration. IEEE Trans. Computers 74(2): 468-482 (2025) - [j9]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 Trans. Parallel Distributed Syst. 36(5): 903-917 (2025) - [c4]Lingxiao Jin, Zinuo Cai, Zebin Chen, Hongyu Zhao, Ruhui Ma:
AARC: Automated Affinity-aware Resource Configuration for Serverless Workflows. DAC 2025: 1-7 - [i3]Lingxiao Jin, Zinuo Cai, Zebin Chen, Hongyu Zhao, Ruhui Ma:
AARC: Automated Affinity-aware Resource Configuration for Serverless Workflows. CoRR abs/2502.20846 (2025) - 2024
- [j8]Zinuo Cai, Zebin Chen, Ruhui Ma, Haibing Guan:
SMSS: Stateful Model Serving in Metaverse With Serverless Computing and GPU Sharing. IEEE J. Sel. Areas Commun. 42(3): 799-811 (2024) - [j7]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 Trans. Comput. Soc. Syst. 11(6): 7941-7951 (2024) - [j6]Zinuo Cai, Zebin Chen, Xinglei Chen, Ruhui Ma, Haibing Guan, Rajkumar Buyya:
SPSC: Stream Processing Framework Atop Serverless Computing for Industrial Big Data. IEEE Trans. Cybern. 54(11): 6509-6517 (2024) - [j5]Zinuo Cai, Zebin Chen, Zihan Liu, Quanmin Xie, Ruhui Ma, Haibing Guan:
RIDIC: Real-Time Intelligent Transportation System With Dispersed Computing. IEEE Trans. Intell. Transp. Syst. 25(1): 1013-1022 (2024) - [j4]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. IEEE Trans. Netw. Sci. Eng. 11(3): 2473-2484 (2024) - [j3]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 Trans. Netw. Sci. Eng. 11(6): 5228-5243 (2024) - [j2]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 Trans. Sustain. Comput. 9(3): 329-340 (2024) - [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. ICCD 2024: 454-461 - [i2]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. CoRR abs/2409.04249 (2024) - 2023
- [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 Trans. Comput. Soc. Syst. 10(6): 3012-3020 (2023) - [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. KDD 2023: 3162-3172 - [i1]Zinuo Cai, Hao Wang, Tao Song, Yang Hua, Ruhui Ma, Haibing Guan:
Chrion: Optimizing Recurrent Neural Network Inference by Collaboratively Utilizing CPUs and GPUs. CoRR abs/2307.11339 (2023) - 2021
- [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. IJCAI 2021: 599-605
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