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Author

Jiahua Liu

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Aug 2026

Domain-aware prompt generation for domain generalization

A domain-aware prompt generation method dubbed DPG is proposed, which is composed of a prompt pre-learning stage and a prompt generator training stage that outperforms other state-of-the-arts DG methods.

Jiahua Liu, Yunfei Zhang, Jun Zhang et al. · 0 citations

CSFL: Communication-Efficient Semi-Asynchronous Federated Learning Method in Resource-Constrained Edge Computing

Federated learning (FL) is a distributed machine learning (ML) paradigm that has been widely used to train ML models on massive amounts of data in edge computing (EC) environments. However, FL faces significant challenges from device heterogeneity, edge dynamics, and limited communication resources. To address these ch...

Junyi Deng, Jiahua Liu, Yanheng Liu et al. · 0 citations

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