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	Sensing-Communication-Computation Integration for Federated Edge Learning with Controllable Model Dropout 期刊论文 IEEE INTERNET OF THINGS JOURNAL, 2025, 卷号: PP, 期号: 99 作者: Xiang Jiao; Guangxu Zhu; Wei Jiang; Li Chen; Wu Luo Adobe PDF(7280Kb) \| 收藏 \| 浏览/下载：72/2 \| 提交时间：2025/02/17 Adversarial machine learning Contrastive Learning Convex optimization Electronic data interchange Gluing Resource allocation Batch sizes Collaborative modeling Convergence analysis Dropout Federated edge learning Integrated sensing Integrated sensing-computation-communication Learning convergence Privacy preserving Resources allocation
	Over-the-Air Computation Assisted Federated Learning with Progressive Training 会议论文 ICC 2024 - IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, Denver, CO, USA, 9-13 June 2024 作者: Ge Gao; Qiaochu An; Zhibin Wang; Zixin Wang; Yuanming Shi Adobe PDF(1013Kb) \| 收藏 \| 浏览/下载：378/4 \| 提交时间：2024/08/26 Adversarial machine learning Differential privacy Integer programming Mixed-integer linear programming Edge intelligence Energy Global models Large models Learning performance Multiple stages Over the airs Privacy preserving Submodels Transmission overheads
	Two-Server Verifiable Federated Learning: Unconditional Security and Practical Efficiency 会议论文 2024 27TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), Tianjin, China, 8-10 May 2024 作者: Haofei Wang; Li-Ping Wang; Liang Feng Zhang; Huaxiong Wang Adobe PDF(1734Kb) \| 收藏 \| 浏览/下载：246/1 \| 提交时间：2024/07/15 Information theory Cloud-computing Global models Information-theoretical security Learning schemes Privacy preserving Security challenges Training process Trusted authorities Unconditional security Verifiable federated learning
	IGAMT: Privacy-Preserving Electronic Health Record Synthesization with Heterogeneity and Irregularity 会议论文 2024 ASSOCIATION FOR THE ADVANCEMENT OF ARTIFICIAL INTELLIGENCE, Vancouver, BC, Canada, February 20, 2024 - February 27, 2024 作者: Wang WJ(王雯婕); Pengfei Tang; Jian Lou; Yuanming Shao; Lance Waller Adobe PDF(2822Kb) \| 收藏 \| 浏览/下载：362/2 \| 提交时间：2024/03/21 Deep learning Economic and social effects eHealth Hospital data processing Learning systems Privacy-preserving techniques Records management Clinical research Downstream applications Electronic health Health records Machine-learning Missing values Outcome prediction Personalizations Privacy preserving Synthesization
	UNDERSTANDING CONVERGENCE AND GENERALIZATION IN FEDERATED LEARNING THROUGH FEATURE LEARNING THEORY 会议论文 12TH INTERNATIONAL CONFERENCE ON LEARNING REPRESENTATIONS, ICLR 2024, Hybrid, Vienna, Austria, May 7, 2024 - May 11, 2024 作者: Huang, Wei; Shi, Ye; Cai, Zhongyi; Suzuki, Taiji 收藏 \| 浏览/下载：257/0 \| 提交时间：2024/08/23 Convolutional neural networks Machine learning Multilayer neural networks Network layers Privacy-preserving techniques Convergence properties Distributed learning Empirical research Feature learning Generalisation Learning Theory Local training Multiple clients Privacy preserving Test errors
	Privacy-Preserving Edge Intelligence: A Perspective of Constrained Bandits 会议论文 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, Dubai, United Arab Emirates, 21-24 April 2024 作者: Tianyi Zhang; Shangshang Wang; YInxv Tang; Ziyu Shao; Yang Yang 收藏 \| 浏览/下载：299/0 \| 提交时间：2024/03/15 Budget control Decision making Privacy-preserving techniques Decisions makings Edge intelligence End-devices Information sharing Modeling features Network edges Privacy concerns Privacy preservation Privacy preserving User privacy
	Gradient and Channel Aware Dynamic Scheduling for Over-the-Air Computation in Federated Edge Learning Systems 期刊论文 IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2023, 卷号: 41, 期号: 4, 页码: 1-1 作者: Jun Du; Bingqing Jiang; Chunxiao Jiang; Yuanming Shi; Zhu Han Adobe PDF(1267Kb) \| 收藏 \| 浏览/下载：900/241 \| 提交时间：2023/03/10 Constrained optimization Distributed computer systems Dynamics Learning systems Power control Privacy-preserving techniques Atmospheric modeling Channel adaptation Communication-efficient distributed learning Computational modelling Convergence Data importance Distributed learning Federated learning Over the airs Over-the-air computation Wireless communications
	Client Selection with Staleness Compensation in Asynchronous Federated Learning 期刊论文 IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2022, 卷号: 72, 期号: 3, 页码: 1-6 作者: Zhu, Hongbin; Kuang, Junqian; Yang, Miao; Qian, Hua Adobe PDF(584Kb) \| 收藏 \| 浏览/下载：267/0 \| 提交时间：2022/11/25 Learning systems Privacy-preserving techniques Taylor series > $\emph {staleness}$ compensation Asynchronoi federated learning Client selection Computational modelling Convergence Multiarmed bandits (MABs) Taylor-series Xmlns:mml=" Xmlns:xlink=" Xmlns:xsi="
	Decentralized Federated Learning under Communication Delays 会议论文 2022 IEEE INTERNATIONAL CONFERENCE ON SENSING, COMMUNICATION, AND NETWORKING, SECON WORKSHOPS 2022, Virtual, Online, Sweden, September 23, 2022 作者: Adobe PDF(1936Kb) \| 收藏 \| 浏览/下载：489/0 \| 提交时间：2022/12/02 Machine learning Privacy-preserving techniques Communication delays Decentralised Delay Distributed machine learning Distributed optimization Federated learning Gradient-descent Information updates Momentum gradient descent Privacy preserving
	A Federated Learning System for Histopathology Image Analysis with an Orchestral Stain-Normalization GAN 期刊论文 IEEE TRANSACTIONS ON MEDICAL IMAGING, 2022, 卷号: 42, 期号: 7, 页码: 1-1 作者: Shen, Yiqing; Sowmya, Arcot; Luo, Yulin; Liang, Xiaoyao; Shen, Dinggang Adobe PDF(5939Kb) \| 收藏 \| 浏览/下载：318/0 \| 提交时间：2022/12/16 Computer vision Diagnosis Distillation Generative adversarial networks Large dataset Medical imaging Privacy-preserving techniques Cancer Centralised Federated learning Federated learning system Generator Histopathology Normalisation Stain normalization

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