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Price-aware resource management for multi-modal DNN inference in collaborative heterogeneous edge environments
期刊论文
Journal of Parallel and Distributed Computing,2025, 卷号: 201
作者:
Huang, Fengyi
;
Wang, Wenhua
;
Guo, Jianxiong
;
Fan, Wentao
;
Xu, Yang
收藏
  |  
浏览/下载:28/0
  |  
提交时间:2025/07/15
Deep reinforcement learning
Economic payment models
Heterogeneous resource management
Multi-model collaborative edge computing
Uav trajectory optimization for maximizing the ToI-based data utility in wireless sensor networks
期刊论文
Journal of Combinatorial Optimization,2025, 卷号: 49, 期号: 3
作者:
Zhao, Qing
;
Li, Zhen
;
Li, Jianqiang
;
Guo, Jianxiong
;
Ding, Xingjian
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2025/05/06
Approximation algorithm
Data collection
Deep reinforcement learning
Trajectory optimization
DRMQ: Dynamic Resource Management for Enhanced QoS in Collaborative Edge-Edge Industrial Environments
期刊论文
IEEE Transactions on Services Computing,2025, 卷号: 18, 期号: 2, 页码: 743-757
作者:
Huang, Fengyi
;
Wang, Wenhua
;
Liu, Qin
;
Fan, Wentao
;
Guo, Jianxiong
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2025/07/15
double deep Q network
Mobile edge computing
quality of service
resource management
Enhancing Collaborative Inference on Heterogeneous Edge Devices via Adaptive Ensemble Knowledge Distillation
期刊论文
IEEE Journal on Selected Areas in Communications,2025
作者:
Wu, Shangrui
;
Li, Yupeng
;
Wang, Wenhua
;
Guo, Jianxiong
;
Fan, Wentao
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2025/07/15
Deep Neural Networks
Edge Computing
Ensemble Learning
Industrial Internet of Things
ORL-EPM: A Profit-Aware and Load-Driven Heterogeneous Resource Management Scheme with Collaborative Edge Computing
会议论文
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Macau, October 29-31, 2024
作者:
Huang, Fengyi
;
Zhang, Yutao
;
Wang, Wenhua
;
Guo, Jianxiong
;
Xu, Yang
收藏
  |  
浏览/下载:13/0
  |  
提交时间:2025/07/15
Decentralized collaborative heterogeneous edge computing
Economic payment models
Heterogeneous resource management
Reinforcement learning
计算机科研教学平台建设-子项目2
项目
项目编号: UICR0400003-24, 2024-
项目负责人:
郭剑雄
收藏
  |  
浏览/下载:13/0
  |  
提交时间:2025/03/18
Multi-Task Diffusion Incentive Design for Mobile Crowdsourcing in Social Networks
期刊论文
IEEE Transactions on Mobile Computing,2024, 卷号: 23, 期号: 5, 页码: 5740-5754
作者:
Guo, Jianxiong
;
Ni, Qiufen
;
Wu, Weili
;
Du, Ding Zhu
收藏
  |  
浏览/下载:22/0
  |  
提交时间:2024/05/07
approxi mation algorithm
incentive mechanism
influence maximization
Mobile crowdsourcing
reverse auction
social networks
Federated Multi-Phase Curriculum Learning to Synchronously Correlate User Heterogeneity
期刊论文
IEEE Transactions on Artificial Intelligence,2024, 卷号: 5, 期号: 5, 页码: 2026-2039
作者:
Wang, Mingjie
;
Guo, Jianxiong
;
Jia, Weijia
收藏
  |  
浏览/下载:22/0
  |  
提交时间:2024/09/04
Curriculum learning (CL)
federated learning (FL)
heterogeneity data
synchronization
Composite Community-Aware Diversified Influence Maximization with Efficient Approximation
期刊论文
IEEE/ACM Transactions on Networking,2024, 卷号: 32, 期号: 2, 页码: 1584-1599
作者:
Guo, Jianxiong
;
Ni, Qiufen
;
Wu, Weili
;
Du, Ding Zhu
收藏
  |  
浏览/下载:13/0
  |  
提交时间:2024/05/07
approximation algorithm
composite diversity
Influence maximization
reverse sampling
social networks
ToupleGDD: A Fine-Designed Solution of Influence Maximization by Deep Reinforcement Learning
期刊论文
IEEE Transactions on Computational Social Systems,2024, 卷号: 11, 期号: 2, 页码: 2210-2221
作者:
Chen, Tiantian
;
Yan, Siwen
;
Guo, Jianxiong
;
Wu, Weili
收藏
  |  
浏览/下载:25/0
  |  
提交时间:2024/05/07
Deep reinforcement learning (DRL)
generalization
graph neural networks (GNNs)
influence maximization (IM)
social network