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中国科学院计算技术研究所机构知识库
Institute of Computing Technology, Chinese Academy IR
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中国科学院计算技术... [12]
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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:1/0
  |  
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
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
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  |  
浏览/下载:1/0
  |  
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
PDD: Pruning Neural Networks During Knowledge Distillation
期刊论文
COGNITIVE COMPUTATION, 2024, 页码: 11
作者:
Dan, Xi
;
Yang, Wenjie
;
Zhang, Fuyan
;
Zhou, Yihang
;
Yu, Zhuojun
;
Qiu, Zhen
;
Zhao, Boyuan
;
Dong, Zeyu
;
Huang, Libo
;
Yang, Chuanguang
收藏
  |  
浏览/下载:1/0
  |  
提交时间:2024/12/06
Knowledge distillation
Model pruning
Model compression
An adaptive joint optimization framework for pruning and quantization
期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 17
作者:
Li, Xiaohai
;
Yang, Xiaodong
;
Zhang, Yingwei
;
Yang, Jianrong
;
Chen, Yiqiang
收藏
  |  
浏览/下载:1/0
  |  
提交时间:2024/12/06
Model compression
Network pruning
Quantization
Mutual learning
Multi-teacher knowledge distillation
FedICT: Federated Multi-Task Distillation for Multi-Access Edge Computing
期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 6, 页码: 952-966
作者:
Wu, Zhiyuan
;
Sun, Sheng
;
Wang, Yuwei
;
Liu, Min
;
Pan, Quyang
;
Jiang, Xuefeng
;
Gao, Bo
收藏
  |  
浏览/下载:1/0
  |  
提交时间:2024/12/06
Computational modeling
Data models
Training
Servers
Multitasking
Adaptation models
Optimization
Distributed optimization
federated learning
knowledge distillation
multi-access edge computing
multi-task learning
Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation
期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2024, 卷号: 15, 期号: 2, 页码: 34
作者:
Wu, Zhiyuan
;
Sun, Sheng
;
Wang, Yuwei
;
Liu, Min
;
Pan, Quyang
;
Zhang, Junbo
;
Li, Zeju
;
Liu, Qingxiang
收藏
  |  
浏览/下载:1/0
  |  
提交时间:2024/12/06
Federated learning
knowledge distillation
proxy-data-free
model heterogeneity
Knowledge Distillation for Travel Time Estimation
期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 12
作者:
Zhang, Haichao
;
Zhao, Fang
;
Wang, Chenxing
;
Luo, Haiyong
;
Xiong, Haoyu
;
Fang, Yuchen
收藏
  |  
浏览/下载:10/0
  |  
提交时间:2024/05/20
Computational modeling
Trajectory
Roads
Global Positioning System
Predictive models
Estimation
Context modeling
Spatial-travel time estimation
temporal data mining
knowledge distillation
deep learning
SPFL: A Self-Purified Federated Learning Method Against Poisoning Attacks
期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2024, 卷号: 19, 页码: 6604-6619
作者:
Liu, Zizhen
;
He, Weiyang
;
Chang, Chip-Hong
;
Ye, Jing
;
Li, Huawei
;
Li, Xiaowei
收藏
  |  
浏览/下载:2/0
  |  
提交时间:2024/12/06
Data models
Servers
Training
Hidden Markov models
Training data
Adaptation models
Security
Federated learning
poisoning attack
knowledge distillation
attention maps
deep neural network
Online Knowledge Distillation via Mutual Contrastive Learning for Visual Recognition
期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 8, 页码: 10212-10227
作者:
Yang, Chuanguang
;
An, Zhulin
;
Zhou, Helong
;
Zhuang, Fuzhen
;
Xu, Yongjun
;
Zhang, Qian
收藏
  |  
浏览/下载:19/0
  |  
提交时间:2023/12/04
Contrastive learning
mutual learning
online knowledge distillation
visual recognition
MetaFed: Federated Learning Among Federations With Cyclic Knowledge Distillation for Personalized Healthcare
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 12
作者:
Chen, Yiqiang
;
Lu, Wang
;
Qin, Xin
;
Wang, Jindong
;
Xie, Xing
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2023/12/04
Federated learning (FL)
healthcare
knowledge distillation (KD)
personalization
transfer learning