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Huaiyu Dai

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TernaryVote: Differentially Private, Communication Efficient, and Byzantine Resilient Distributed Optimization on Heterogeneous Data

Feb 16, 2024
Richeng Jin, Yujie Gu, Kai Yue, Xiaofan He, Zhaoyang Zhang, Huaiyu Dai

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AEDFL: Efficient Asynchronous Decentralized Federated Learning with Heterogeneous Devices

Dec 18, 2023
Ji Liu, Tianshi Che, Yang Zhou, Ruoming Jin, Huaiyu Dai, Dejing Dou, Patrick Valduriez

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Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations

Dec 13, 2023
Mushfiqur Rahman, Runze Liu, Chau-Wai Wong, Huaiyu Dai

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Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization

Oct 29, 2023
Tianshi Che, Ji Liu, Yang Zhou, Jiaxiang Ren, Jiwen Zhou, Victor S. Sheng, Huaiyu Dai, Dejing Dou

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CGBA: Curvature-aware Geometric Black-box Attack

Aug 06, 2023
Md Farhamdur Reza, Ali Rahmati, Tianfu Wu, Huaiyu Dai

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Hierarchical Federated Learning in Wireless Networks: Pruning Tackles Bandwidth Scarcity and System Heterogeneity

Aug 03, 2023
Md Ferdous Pervej, Richeng Jin, Huaiyu Dai

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GA-DRL: Graph Neural Network-Augmented Deep Reinforcement Learning for DAG Task Scheduling over Dynamic Vehicular Clouds

Jul 03, 2023
Zhang Liu, Lianfen Huang, Zhibin Gao, Manman Luo, Seyyedali Hosseinalipour, Huaiyu Dai

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Distributed Learning over Networks with Graph-Attention-Based Personalization

May 22, 2023
Zhuojun Tian, Zhaoyang Zhang, Zhaohui Yang, Richeng Jin, Huaiyu Dai

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Magnitude Matters: Fixing SIGNSGD Through Magnitude-Aware Sparsification in the Presence of Data Heterogeneity

Feb 19, 2023
Richeng Jin, Xiaofan He, Caijun Zhong, Zhaoyang Zhang, Tony Quek, Huaiyu Dai

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