孙川｜重庆师范大学｜学者主页

2026

Fisher-Based Layer-Wise Adaptive Sparsification for Efficient Pruning of Large Language Models

Chuan Sun, Han Yu, Xiaoxiao Li

IEEE Transactions on Mobile Computing

DOI

2026

Efficient Federated Learning With Mean Block Difference-Based Global Aggregation and Patience-Based Local Training

Chuan Sun, Yuanyuan Chen, Xiaoli Tang, Han Yu

IEEE Transactions on Knowledge and Data Engineering

DOI

2026

Personalized Federated Learning with Low-Rank Pruning-Based Adaptation for Non-IID Data

Luxi Cheng, Chuan Sun, Xiaohan Yuan, Xiuhua Li

IEEE International Conference on Joint Cloud Computing (JCC)

DOI

2026

IRS-Assisted Secure Computation Offloading in Multi-Region Mobile Edge Computing via Multi-Agent Deep Reinforcement Learning

Lingxiao Chen, Xiuhua Li, Chuan Sun, Penghua Li, Xiaofei Wang, Victor C. M. Leung

IEEE Transactions on Network Science and Engineering

DOI

2026

Trustworthy Agentic Federated Learning for Multi-Level Data Imbalance in Intelligent Edge Networks

Xiaohan Yuan, Jinlu Xiong, Yaheng Wang, Song Sun, Chuan Sun

IEEE Transactions on Network Science and Engineering

DOI

2026

Robust Bidding Strategies under Censored Feedback for Auction-Based Federated Learning

Xiaoli Tang, Ying-Peng Tang, Zhuang Qi, Chuan Sun, Qianyu Li, Han Yu, Jie Zhang, Qiang Yang

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2026

Addressing class imbalance in federated learning: A perspective of catastrophic forgetting

Xiaohan Yuan, Yaheng Wang, Jinlu Xiong, Chuan Sun, Shuyu Chen

Chaos Solitons & Fractals

DOI

2025

Edge-Enhanced Intelligence: A Comprehensive Survey of Large Language Models and Edge-Cloud Computing Synergy

Xiuhua Li, Hui Li, Chuan Sun, Qilin Fan, Zhu Han, Victor C. M. Leung

IEEE Communications Surveys & Tutorials

DOI

2025

Federated Deep Reinforcement Learning for Multimodal Content Caching in Edge-Cloud Networks

Weijia Feng, Xinyu Zuo, Ruojia Zhang, Yichen Zhu, Chenyang Wang, Jia Guo, Chuan Sun

IEEE Transactions on Network Science and Engineering

DOI

2025

Ten Challenging Problems in Federated Foundation Models

Tao Fan, Han-Lin Gu, Xuemei Cao, C. Chan, Qian Chen, Yi-Qiang Chen, Yihui Feng, Yang Gu, Jia-Xiang Geng, Bing Luo, Shuo-Ling Liu, W. Ong, Chao Ren, Jia-Qi Shao, Chuan Sun, Xiaoli Tang, Hong Xi Tae, Yong-Xin Tong, Shuyue Wei, Fan Wu, Wei Xi, Ming-Cong Xu, He Yang, Xin Yang, Jiang-Peng Yan, Hao Yu, Han Yu, Teng Zhang, Yifei Zhang, Xiao-Jin Zhang, Zhen-Zhe Zheng, Li-Xin Fan, Qiang Yang

IEEE Transactions on Knowledge and Data Engineering

DOI

2025

When communication networks meet federated learning for intelligence interconnecting: A comprehensive survey and future perspective

Zongxuan Sha, Ru Huo, Chuan Sun, Shuo Wang, Tao Huang, F. Yu

China Communications

DOI

2024

Hierarchical Deep Reinforcement Learning for Joint Service Caching and Computation Offloading in Mobile Edge-Cloud Computing

Chuan Sun, Xiu-Hua Li, Chenyang Wang, Qiang He, Xiao-Fei Wang, Victor C. M. Leung

IEEE Transactions on Services Computing

DOI

2024

Intelligent Content Caching and User Association in Mobile Edge Computing Networks for Smart Cities

Hui Li, Xiu-Hua Li, Chuan Sun, Fang Fang, Qilin Fan, Xiaofei Wang, Victor C. M. Leung

IEEE Transactions on Network Science and Engineering

DOI

2024

Multi-Agent Deep Reinforcement Learning for Computation Offloading in Multi-IRS Assisted Mobile Edge Computing Networks

Lingxiao Chen, Xiu-Hua Li, Chuan Sun, Qilin Fan, Xiao-Fei Wang, Victor C. M. Leung

IEEE Wireless Communications and Networking Conference

DOI

2024

Semi-Asynchronous Federated Learning with Trajectory Prediction for Vehicular Edge Computing

Yuxuan Deng, Xiu-Hua Li, Chuan Sun, Qilin Fan, Xiao-Fei Wang, Victor C. M. Leung

International Workshop on Quality of Service

DOI

2024

QoE-oriented Soft Caching with Content Recommendation for Edge Computing Networks

Chenyang Wang, Yan Chen, Chuan Sun, Bo-Sen Jia, Xiaofei Wang, T. Taleb, Victor C. M. Leung

Global Communications Conference

DOI

2024

A Federated Deep Reinforcement Learning-based Low-power Caching Strategy for Cloud-edge Collaboration

Xinyu Zhang, Zhi-Gang Hu, Yang Liang, Hui Xiao, Aikun Xu, Meiguang Zheng, Chuan Sun

Journal of Grid Computing

DOI

2023

基于强化学习的云边端协同计算机制研究

孙川

《重庆大学》

2023

Federated Deep Reinforcement Learning for Recommendation-Enabled Edge Caching in Mobile Edge-Cloud Computing Networks

Chuan Sun, Xiu-Hua Li, Jun-Hao Wen, Xiaofei Wang, Zhu Han, Victor C. M. Leung

IEEE Journal on Selected Areas in Communications

DOI

2023

Deep Reinforcement Learning for Joint Service Placement and Request Scheduling in Mobile Edge Computing Networks

Yuxuan Deng, Xiu-Hua Li, Chuan Sun, Jinlong Hao, Xiaofei Wang, Victor C. M. Leung

International Symposium on Computers and Communications

DOI

2022

A General Matrix Factorization Framework for Recommender Systems in Multi-access Edge Computing Network

Guanzhong Liang, Chuan Sun, Jia-Ning Zhou, Fengji Luo, Junhao Wen, Xiu-Hua Li

Journal on spesial topics in mobile networks and applications

DOI

2022

Multi-User QoE Enhancement: Federated Multi-Agent Reinforcement Learning for Cooperative Edge Intelligence

Xiu-Hua Li, Chuan Sun, Junhao Wen, Xiaofei Wang, Mohsen Guizani, Victor C. M. Leung

IEEE Network

DOI

2022

Sleeping Cell Detection for Resiliency Enhancements in 5G/B5G Mobile Edge-Cloud Computing Networks

Ming Zhao, Xiu-Hua Li, Chuan Sun, Qilin Fan, Xiaofei Wang, Victor C. M. Leung

ACM Trans. Sens. Networks

DOI

2021

RecCac: Recommendation-Empowered Cooperative Edge Caching for Internet of Things

Suning Han, Xiu-Hua Li, Chuan Sun, Xiaofei Wang, C. M. Leung Victor

DOI

2021

Intelligence-Empowered Mobile Edge Computing: Framework, Issues, Implementation, and Outlook

Kai Jiang, Chuan Sun, Huan Zhou, Xiu-Hua Li, Mian-Xiong Dong, Victor C. M. Leung

IEEE Network

DOI

2021

Dependency-Aware Hybrid Task Offloading in Mobile Edge Computing Networks

Ming Zhao, Xiu-Hua Li, Chuan Sun, Qilin Fan, Xiaofei Wang, Victor C. M. Leung

International Conference on Parallel and Distributed Systems

DOI

2021

Federated-Learning-Empowered Collaborative Data Sharing for Vehicular Edge Networks

Xiu-Hua Li, Lu-Xi Cheng, Chuan Sun, Kwok-Yan Lam, Xiaofei Wang, Feng Li

IEEE Network

DOI

2021

Cooperative Computation Offloading for Multi-Access Edge Computing in 6G Mobile Networks via Soft Actor Critic

Chuan Sun, Xiongwei Wu, Xiu-Hua Li, Qilin Fan, Junhao Wen, Victor C. M. Leung

IEEE Transactions on Network Science and Engineering

DOI

2020

Mobility-Aware Content Caching and User Association for Ultra-Dense Mobile Edge Computing Networks

Hui Li, Chuan Sun, Xiu-Hua Li, Qingyu Xiong, Junhao Wen, Xiaofei Wang, Victor C. M. Leung

Global Communications Conference

DOI

2020

Convergence of Recommender Systems and Edge Computing: A Comprehensive Survey

Chuan Sun, Hui Li, Xiu-Hua Li, Junhao Wen, Qingyu Xiong, Wei Zhou

IEEE Access

DOI

2020

Task Offloading for End-Edge-Cloud Orchestrated Computing in Mobile Networks

Chuan Sun, L. Hui, Xiu-Hua Li, J. We, Qingyu Xiongl, Xiaofei Wang, Victor C. M. Leun

IEEE Wireless Communications and Networking Conference

DOI

2020

Ensemble Learning Based Sleeping Cell Detection in Cloud Radio Access Networks

Ming Zhao, Chuan Sun, Xiu-Hua Li, Qilin Fan, Xiaofei Wang, Victor C. M. Leung

International Symposium on Computers and Communications

DOI

孙川

精选作品

期刊论文

Fisher-Based Layer-Wise Adaptive Sparsification for Efficient Pruning of Large Language Models

Efficient Federated Learning With Mean Block Difference-Based Global Aggregation and Patience-Based Local Training

Personalized Federated Learning with Low-Rank Pruning-Based Adaptation for Non-IID Data

IRS-Assisted Secure Computation Offloading in Multi-Region Mobile Edge Computing via Multi-Agent Deep Reinforcement Learning

Trustworthy Agentic Federated Learning for Multi-Level Data Imbalance in Intelligent Edge Networks

Robust Bidding Strategies under Censored Feedback for Auction-Based Federated Learning

Addressing class imbalance in federated learning: A perspective of catastrophic forgetting

Edge-Enhanced Intelligence: A Comprehensive Survey of Large Language Models and Edge-Cloud Computing Synergy

Federated Deep Reinforcement Learning for Multimodal Content Caching in Edge-Cloud Networks

Ten Challenging Problems in Federated Foundation Models

When communication networks meet federated learning for intelligence interconnecting: A comprehensive survey and future perspective

Hierarchical Deep Reinforcement Learning for Joint Service Caching and Computation Offloading in Mobile Edge-Cloud Computing

Intelligent Content Caching and User Association in Mobile Edge Computing Networks for Smart Cities

Multi-Agent Deep Reinforcement Learning for Computation Offloading in Multi-IRS Assisted Mobile Edge Computing Networks

Semi-Asynchronous Federated Learning with Trajectory Prediction for Vehicular Edge Computing

QoE-oriented Soft Caching with Content Recommendation for Edge Computing Networks

A Federated Deep Reinforcement Learning-based Low-power Caching Strategy for Cloud-edge Collaboration

基于强化学习的云边端协同计算机制研究

Federated Deep Reinforcement Learning for Recommendation-Enabled Edge Caching in Mobile Edge-Cloud Computing Networks

Deep Reinforcement Learning for Joint Service Placement and Request Scheduling in Mobile Edge Computing Networks

A General Matrix Factorization Framework for Recommender Systems in Multi-access Edge Computing Network

Multi-User QoE Enhancement: Federated Multi-Agent Reinforcement Learning for Cooperative Edge Intelligence

Sleeping Cell Detection for Resiliency Enhancements in 5G/B5G Mobile Edge-Cloud Computing Networks

RecCac: Recommendation-Empowered Cooperative Edge Caching for Internet of Things

Intelligence-Empowered Mobile Edge Computing: Framework, Issues, Implementation, and Outlook

Dependency-Aware Hybrid Task Offloading in Mobile Edge Computing Networks

Federated-Learning-Empowered Collaborative Data Sharing for Vehicular Edge Networks

Cooperative Computation Offloading for Multi-Access Edge Computing in 6G Mobile Networks via Soft Actor Critic

Mobility-Aware Content Caching and User Association for Ultra-Dense Mobile Edge Computing Networks

Convergence of Recommender Systems and Edge Computing: A Comprehensive Survey

Task Offloading for End-Edge-Cloud Orchestrated Computing in Mobile Networks

Ensemble Learning Based Sleeping Cell Detection in Cloud Radio Access Networks

预印本

Efficient Shapley Value-based Non-Uniform Pruning of Large Language Models

SPD-CFL: Stepwise Parameter Dropout for Efficient Continual Federated Learning

DeceFL: A Principled Decentralized Federated Learning Framework

研究方向