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Hong-Yi Liu

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Review Aug 2026

Blockchain Empowered Trustworthy Agent Networks: Foundations, Taxonomy, and Future Directions

This survey and tutorial article reviews the literature over the period 1980--2026 on the evolution from classical multi-agent systems to open agent networks, with a particular focus on LLM-based autonomous agents, agent interoperability protocols, Internet-of-Agents infrastructures, and blockchain-enabled trust mechan...

Liehuang Zhu, Yu-Hang Li, Tianxing Wang et al. · 0 citations
#edge computing Sep 2026

Blockchain-Assisted Privacy-Preserving and Robust Federated Learning in Edge Computing

Federated learning (FL) enables distributed clients to collaboratively train machine learning models without sharing raw data, making it well-suited for edge computing environments. However, deploying FL at the edge introduces critical challenges, including potential model poisoning by malicious clients or edge servers...

Xiaodong Shen, Chang Xu, Liehuang Zhu et al. · 0 citations

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