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Chenghui Peng

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Learning Channel Capacity with Neural Mutual Information Estimator Based on Message Importance Measure

Dec 04, 2023
Zhefan Li, Rui She, Pingyi Fan, Chenghui Peng, Khaled B. Letaief

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NetGPT: A Native-AI Network Architecture Beyond Provisioning Personalized Generative Services

Jul 23, 2023
Yuxuan Chen, Rongpeng Li, Zhifeng Zhao, Chenghui Peng, Jianjun Wu, Ekram Hossain, Honggang Zhang

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RHFedMTL: Resource-Aware Hierarchical Federated Multi-Task Learning

Jun 01, 2023
Xingfu Yi, Rongpeng Li, Chenghui Peng, Fei Wang, Jianjun Wu, Zhifeng Zhao

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FedNC: A Secure and Efficient Federated Learning Method Inspired by Network Coding

May 05, 2023
Yuchen Shi, Zheqi Zhu, Pingyi Fan, Khaled B. Letaief, Chenghui Peng

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FedLP: Layer-wise Pruning Mechanism for Communication-Computation Efficient Federated Learning

Mar 11, 2023
Zheqi Zhu, Yuchen Shi, Jiajun Luo, Fei Wang, Chenghui Peng, Pingyi Fan, Khaled B. Letaief

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ISFL: Trustworthy Federated Learning for Non-i.i.d. Data with Local Importance Sampling

Oct 05, 2022
Zheqi Zhu, Pingyi Fan, Chenghui Peng, Khaled B. Letaief

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How global observation works in Federated Learning: Integrating vertical training into Horizontal Federated Learning

Dec 10, 2021
Shuo Wan, Jiaxun Lu, Pingyi Fan, Yunfeng Shao, Chenghui Peng, Khaled B. Letaief

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A Communication-efficient Federated learning assisted by Central data: Implementation of vertical training into Horizontal Federated learning

Dec 03, 2021
Shuo Wan, Jiaxun Lu, Pingyi Fan, Yunfeng Shao, Chenghui Peng, Khaled B. Letaief

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