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ElasticBatch: A Learning-Augmented Elastic Scheduling System for Batch Inference on MIG 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 10, 页码: 1708-1720
作者:  Qi, Jiaxing;  Xiao, Wencong;  Li, Mingzhen;  Yang, Chaojie;  Li, Yong;  Lin, Wei;  Yang, Hailong;  Luan, Zhongzhi;  Qian, Depei
收藏  |  浏览/下载：1/0  |  提交时间：2024/12/06
Graphics processing units  Dynamic scheduling  Throughput  Processor scheduling  Pipelines  Costs  Quality of service  MIG  batch inference  scheduling system  machine learning  
Scheduling of Real-Time Wireless Flows: A Comparative Study of Centralized and Decentralized Reinforcement Learning Approaches 期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 页码: 16
作者:  Wang, Qi;  Huang, Jianhui;  Xu, Yongjun
收藏  |  浏览/下载：1/0  |  提交时间：2024/12/06
Scheduling  timely-throughput  deep reinforcement learning  real-time wireless networks  distributed system  
A Deep Reinforcement Learning-Based Preemptive Approach for Cost-Aware Cloud Job Scheduling 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2024, 卷号: 9, 期号: 3, 页码: 422-432
作者:  Cheng, Long;  Wang, Yue;  Cheng, Feng;  Liu, Cheng;  Zhao, Zhiming;  Wang, Ying
收藏  |  浏览/下载：1/0  |  提交时间：2024/12/06
Cloud computing  Processor scheduling  Real-time systems  Costs  Quality of service  Time factors  Dynamic scheduling  DRL  job scheduling  preemptive mechanism  optimization  
A multipath scheduler based on cross-layer information for low-delay applications in 5G edge networks 期刊论文
COMPUTER NETWORKS, 2024, 卷号: 244, 页码: 12
作者:  Zhao, Baosen;  Yang, Wanghong;  Du, Wenji;  Ren, Yongmao;  Sun, Jianan;  Wu, Qinghua;  Zhou, Xu
收藏  |  浏览/下载：1/0  |  提交时间：2024/12/06
Cloud VR  5G edge network  Multipath scheduling  Delay prediction  Cross-layer awareness  
Toward Network-Aware Query Execution Systems in Large Datacenters 期刊论文
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2023, 卷号: 20, 期号: 4, 页码: 4494-4504
作者:  Cheng, Long;  Wang, Ying;  Jhaveri, Rutvij H.;  Wang, Qingle;  Mao, Ying
收藏  |  浏览/下载：10/0  |  提交时间：2024/05/20
Query data operator  coflow scheduling  network communication  performance optimizations  datacenters  
SpecWands: An Efficient Priority-Based Scheduler Against Speculation Contention Attacks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 12, 页码: 4477-4490
作者:  Tang, Bowen;  Wu, Chenggang;  Yew, Pen-Chung;  Zhang, Yinqian;  Xie, Mengyao;  Lai, Yuanming;  Kang, Yan;  Wang, Wei;  Wei, Qiang;  Wang, Zhe
收藏  |  浏览/下载：39/0  |  提交时间：2024/05/20
Resource contention  scheduling strategy  simultaneous multithreading (SMT)  transient execution attack (TEA)  
MNSIM 2.0: A Behavior-Level Modeling Tool for Processing-In-Memory Architectures 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 11, 页码: 4112-4125
作者:  Zhu, Zhenhua;  Sun, Hanbo;  Xie, Tongxin;  Zhu, Yu;  Dai, Guohao;  Xia, Lixue;  Niu, Dimin;  Chen, Xiaoming;  Hu, Xiaobo Sharon;  Cao, Yu;  Xie, Yuan;  Yang, Huazhong;  Wang, Yu
收藏  |  浏览/下载：9/0  |  提交时间：2024/05/20
Computational modeling  Computer architecture  Integrated circuit modeling  Scheduling  Hardware  Memristors  Convolutional neural networks  Hardware modeling tool  processing-in-memory (PIM)  software-hardware co-optimization  
DRS: A deep reinforcement learning enhanced Kubernetes scheduler for microservice-based system 期刊论文
SOFTWARE-PRACTICE & EXPERIENCE, 2023, 页码: 25
作者:  Jian, Zhaolong;  Xie, Xueshuo;  Fang, Yaozheng;  Jiang, Yibing;  Lu, Ye;  Dash, Ankan;  Li, Tao;  Wang, Guiling
收藏  |  浏览/下载：16/0  |  提交时间：2023/12/04
deep reinforcement learning  Kubernetes scheduler  microservice scheduling  resource awareness  
Accelerating Deformable Convolution Networks with Dynamic and Irregular Memory Accesses 期刊论文
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2023, 卷号: 28, 期号: 4, 页码: 23
作者:  Chu, Cheng;  Liu, Cheng;  Xu, Dawen;  Wang, Ying;  Luo, Tao;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：17/0  |  提交时间：2023/12/04
Deformable convolution network  neural network accelerator  irregular memory access  runtime tile scheduling  
Swarm Intelligence-Based Task Scheduling for Enhancing Security for IoT Devices 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 6, 页码: 1756-1769
作者:  Zhou, Junlong;  Shen, Yufan;  Li, Liying;  Zhuo, Cheng;  Chen, Mingsong
收藏  |  浏览/下载：18/0  |  提交时间：2023/12/04
Security  Internet of Things  Task analysis  Logic gates  Servers  Particle swarm optimization  Optimization  Energy efficiency  fund  Index Terms  Internet of Things (IoT)  mixed-integer linear programming (MILP)  security  swarm intelligence  task scheduling