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Neural Constrained Combinatorial Bandits
期刊论文
IEEE TRANSACTIONS ON NETWORKING, 2025
作者:
Wang SS(王上上)
;
Bian SM(边思梦)
;
Liu X(刘鑫)
;
Shao ZY(邵子瑜)
Adobe PDF(1851Kb)
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收藏
|
浏览/下载:19/2
|
提交时间:2025/04/08
Neural Constrained Combinatorial Bandits
会议论文
IEEE INFOCOM 2023, New York City, NY, USA, 17-20 May 2023
作者:
Shangshang Wang
;
Simeng Bian
;
Xin Liu
;
Ziyu Shao
Adobe PDF(2672Kb)
|
收藏
|
浏览/下载:381/2
|
提交时间:2023/03/09
Training
Crowdsourcing
Energy consumption
Costs
Energy resources
Decision making
Real-time systems
Social-Aware Distributed Meta-Learning: A Perspective of Constrained Graphical Bandits
会议论文
IEEE ICC 2023, Rome, Italy, 28 May-1 June 2023
作者:
Shangshang Wang
;
Simeng Bian
;
Yinxu Tang
;
Ziyu Shao
Adobe PDF(6128Kb)
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收藏
|
浏览/下载:275/0
|
提交时间:2023/03/09
Metalearning
Training
Wireless communication
Performance evaluation
Simulation
Wildlife
Neural networks
Social-Aware Edge Intelligence: A Constrained Graphical Bandit Approach
会议论文
2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE, GLOBECOM 2022 - PROCEEDINGS, Virtual, Online, Brazil, December 4, 2022 - December 8, 2022
作者:
Simeng Bian
;
Shangshang Wang
;
Yinxu Tang
;
Ziyu Shao
Adobe PDF(7888Kb)
|
收藏
|
浏览/下载:216/0
|
提交时间:2023/03/10
Budget control
Energy resources
Graphic methods
Grinding (machining)
Learning systems
Device selection
Edge intelligence
Edge server
End-devices
Learning tasks
Limited communication
Machine-learning
Network edges
Selection problems
Social-aware
Online VNF Chaining and Predictive Scheduling: Optimality and Trade-Offs
期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2021, 卷号: 29, 期号: 4, 页码: 1867 - 1880
作者:
Xi Huang
;
Simeng Bian
;
Xin Gao
;
Weijie Wu
;
Ziyu Shao
Adobe PDF(1236Kb)
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收藏
|
浏览/下载:948/260
|
提交时间:2021/09/03
Servers
Dynamic scheduling
Processor scheduling
Optimization
Time factors
Resource management
Decision making
NFV
service chaining
resource allocation
predictive scheduling
Service Chain Composition With Resource Failures in NFV Systems: A Game-Theoretic Perspective
期刊论文
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2021, 卷号: 18, 期号: 1, 页码: 224 - 239
作者:
Simeng Bian
;
Xi Huang
Adobe PDF(2236Kb)
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收藏
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浏览/下载:551/3
|
提交时间:2021/04/09
Games
Servers
Monte Carlo methods
Reinforcement learning
Telecommunications
System performance
Optimization
NFV
service chain composition
quality of service
non-cooperative game
deep reinforcement learning
Monte Carlo tree search
Behavioral research
Deep learning
Game theory
Traffic congestion
Congestion mitigation
Distributed schemes
Game
theoretic perspectives
Markov approximation
Monte Carlo tree search (MCTS)
Non
cooperative behaviors
Noncooperative game
Resource failures
Predictive Switch-Controller Association and Control Devolution for SDN Systems
会议论文
IEEE-ACM TRANSACTIONS ON NETWORKING, Phoenix, AZ, USA, 24-25 June 2019
作者:
Xi Huang
;
Simeng Bian
;
Ziyu Shao
;
Hong Xu
Adobe PDF(3587Kb)
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收藏
|
浏览/下载:673/189
|
提交时间:2021/04/01
Switches
Process control
Dynamic scheduling
Stability analysis
System dynamics
SDN
switch-controller association
control devolution
predictive scheduling
Neural Task Scheduling with Reinforcement Learning for Fog Computing Systems
会议论文
2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), Waikoloa, HI, USA, 9-13 Dec. 2019
作者:
Bian, Simeng
;
Huang, Xi
;
Shao, Ziyu
;
Yang, Yang
Adobe PDF(634Kb)
|
收藏
|
浏览/下载:533/6
|
提交时间:2019/11/14
Task analysis
Processor scheduling
Edge computing
Neural networks
Resource management
Machine learning
Decision making
Online VNF Chaining and Scheduling with Prediction: Optimality and Trade-Offs
会议论文
2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), Waikoloa, HI, USA, 9-13 Dec. 2019
作者:
Xi Huang
;
Simeng Bian
;
Xin Gao
;
Weijie Wu
;
Ziyu Shao
Adobe PDF(403Kb)
|
收藏
|
浏览/下载:472/0
|
提交时间:2019/12/16
Servers
Decision making
Dynamic scheduling
Resource management
Time factors
Predictive models
PORA: Predictive Offloading and Resource Allocation in Dynamic Fog Computing Systems
会议论文
IEEE INTERNET OF THINGS JOURNAL, Shanghai, China, 20-24 May 2019
作者:
Xin Gao
;
Xi Huang
;
Simeng Bian
;
Ziyu Shao
;
Yang Yang
Adobe PDF(2559Kb)
|
收藏
|
浏览/下载:339/56
|
提交时间:2023/03/09
Fog computing
Internet of Things (IoT)
Lyapunov optimization
predictive offloading
resource allocation
workload offloading
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