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20242026
most citedTrustworthy DNN Partition for Blockchain-enabled Digital Twin in Wireless IIoT Networks

9 citations · 18 across the 9 of their papers we have counts for

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6 papers · 1 filter

cs.LG2024★ 9 cited

Trustworthy DNN Partition for Blockchain-enabled Digital Twin in Wireless IIoT Networks

Xiumei Deng, Jun Li, Long Shi +5

Digital twin (DT) has emerged as a promising solution to enhance manufacturing efficiency in industrial Internet of Things (IIoT) networks. To promote the efficiency and trustworth…

cs.LG2024

Robust Model Aggregation for Heterogeneous Federated Learning: Analysis and Optimizations

Yumeng Shao, Jun Li, Long Shi +6

Conventional synchronous federated learning (SFL) frameworks suffer from performance degradation in heterogeneous systems due to imbalanced local data size and diverse computing po…

cs.LG2024★ 3 cited

Towards Communication-efficient Federated Learning via Sparse and Aligned Adaptive Optimization

Xiumei Deng, Jun Li, Kang Wei +6

Adaptive moment estimation (Adam), as a Stochastic Gradient Descent (SGD) variant, has gained widespread popularity in federated learning (FL) due to its fast convergence. However,…

cs.CE2024★ 5 cited

Industrial Metaverse: Enabling Technologies, Open Problems, and Future Trends

Shiying Zhang, Jun Li, Long Shi +4

As an emerging technology that enables seamless integration between the physical and virtual worlds, the Metaverse has great potential to be deployed in the industrial production f…

cs.DC2024

Communication-Efficient Model Aggregation with Layer Divergence Feedback in Federated Learning

Liwei Wang, Jun Li, Wen Chen +2

Federated Learning (FL) facilitates collaborative machine learning by training models on local datasets, and subsequently aggregating these local models at a central server. Howeve…

cs.CR2024★ 1 cited

Private Knowledge Sharing in Distributed Learning: A Survey

Yasas Supeksala, Dinh C. Nguyen, Ming Ding +5

The rise of Artificial Intelligence (AI) has revolutionized numerous industries and transformed the way society operates. Its widespread use has led to the distribution of AI and i…