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DeFT: Relaxing data dependencies for efficient communication scheduling in distributed training 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2026, 卷号: 175, 页码: 15
作者:  Meng, Lin;  Sun, Yuzhong;  Zhu, Jie
收藏  |  浏览/下载：6/0  |  提交时间：2025/12/03
Distributed deep learning  Communication scheduling  Data parallelism  
DSparse: A Distributed Training Method for Edge Clusters Based on Sparse Update 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2025, 卷号: 40, 期号: 3, 页码: 637-653
作者:  Peng, Xiao-Hui;  Sun, Yi-Xuan;  Zhang, Zheng-Hui;  Wang, Yi-Fan
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
distributed training  edge computing  edge machine learning  sparse update  edge cluster  
Enhancing Federated Learning Robustness Using Locally Benignity-Assessable Bayesian Dropout 期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2025, 卷号: 20, 页码: 2464-2479
作者:  Xue, Jingjing;  Sun, Sheng;  Liu, Min;  Li, Qi;  Xu, Ke
收藏  |  浏览/下载：41/0  |  提交时间：2025/06/25
Bayes methods  Training  Servers  Data models  Robustness  Distributed databases  Uplink  Convergence  Computational modeling  Recurrent neural networks  Federated learning  Byzantine attack  dropout defense  robust aggregation  
Learning Critically: Selective Self-Distillation in Federated Learning on Non-IID Data 期刊论文
IEEE TRANSACTIONS ON BIG DATA, 2024, 卷号: 10, 期号: 6, 页码: 789-800
作者:  He, Yuting;  Chen, Yiqiang;  Yang, XiaoDong;  Yu, Hanchao;  Huang, Yi-Hua;  Gu, Yang
收藏  |  浏览/下载：34/0  |  提交时间：2024/12/06
Data models  Training  Servers  Collaborative work  Adaptation models  Convergence  Feature extraction  Federated learning  knowledge distillation  non-identically distributed  deep learning  catastrophic forgetting  
Personalized Federated Learning With Adaptive Batchnorm for Healthcare 期刊论文
IEEE TRANSACTIONS ON BIG DATA, 2024, 卷号: 10, 期号: 6, 页码: 915-925
作者:  Lu, Wang;  Wang, Jindong;  Chen, Yiqiang;  Qin, Xin;  Xu, Renjun;  Dimitriadis, Dimitrios;  Qin, Tao
收藏  |  浏览/下载：37/0  |  提交时间：2024/12/06
Medical services  Collaborative work  Data models  Adaptation models  Computational modeling  Machine learning  Data privacy  Distributed computing  federated learning  personalization  batch normalization  healthcare  
ParaLoupe: Real-Time Video Analytics on Edge Cluster via Mini Model Parallelization 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 12, 页码: 13945-13962
作者:  Wang, Hanling;  Li, Qing;  Kang, Haidong;  Hu, Dieli;  Ma, Lianbo;  Tyson, Gareth;  Yuan, Zhenhui;  Jiang, Yong
收藏  |  浏览/下载：42/0  |  提交时间：2025/06/25
Accuracy  Task analysis  Computational modeling  Image edge detection  Visual analytics  Streaming media  Real-time systems  Distributed computing  edge computing  real-time video analytics  
BIRD plus : Design of a Lightweight Communication Compressor for Resource-Constrained Distribution Learning Platforms 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 11, 页码: 2193-2207
作者:  Wu, Donglei;  Yang, Weihao;  Zou, Xiangyu;  Feng, Hao;  Tao, Dingwen;  Li, Shiyi;  Xia, Wen;  Fang, Binxing
收藏  |  浏览/下载：64/0  |  提交时间：2024/12/06
Indexes  Costs  Computational modeling  Distance learning  Computer aided instruction  Training  Tensors  Distributed learning  communication compression  random sampling  neural network  
Confidential Distributed Ledgers for Online Syndicated Lending 期刊论文
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2024, 卷号: 17, 期号: 6, 页码: 3256-3269
作者:  Liu, Xuefeng;  Feng, Zhe;  Wang, Le;  Sun, Wenhai;  Pei, Qingqi;  Lin, Xiaodong;  Li, Huizhong
收藏  |  浏览/下载：14/0  |  提交时间：2025/06/25
Distributed ledger  Distributed ledgers  online syndicated lending  secure computation  Distributed ledger  Distributed ledgers  online syndicated lending  secure computation  
FedCache: A Knowledge Cache-Driven Federated Learning Architecture for Personalized Edge Intelligence 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 10, 页码: 9368-9382
作者:  Wu, Zhiyuan;  Sun, Sheng;  Wang, Yuwei;  Liu, Min;  Xu, Ke;  Wang, Wen;  Jiang, Xuefeng;  Gao, Bo;  Lu, Jinda
收藏  |  浏览/下载：35/0  |  提交时间：2024/12/06
Computer architecture  Training  Servers  Computational modeling  Data models  Adaptation models  Performance evaluation  Distributed architecture  edge computing  personalized federated learning  knowledge distillation  communication efficiency  
Reliable and Energy-Efficient Communications in Mobile Robotic Networks by Collaborative Beamforming 期刊论文
ACM TRANSACTIONS ON SENSOR NETWORKS, 2024, 卷号: 20, 期号: 5, 页码: 24
作者:  He, Min;  Chen, Yali;  Liu, Min;  Fan, Xiaokun;  Zhu, Yuchen
收藏  |  浏览/下载：39/0  |  提交时间：2024/12/06
Collaborative beamforming  distributed reinforcement learning  energy efficiency  mobile robotic networks  reliable communications