The Internet of Agents (IoA) not only provides a foundational architecture for collaborative reasoning among artificial intelligence (AI) agents but also brings new challenges to task offloading. Unlike traditional task offloading, agentic AI tasks involve sustained multistep reasoning, planning, and context maintenanc...
Yue Zhong, Yong-Ju Tong, Jia-Wen Kang et al.· IEEE Internet of Things Jour...· 0 citations
FedSPA, a Subspace Projection Aggregation personalized differential private Federated learning framework, is proposed, which not only effectively guides the aggregation of client personalized differential privacy but also reduces communication overhead.
Tianchi Liao, Xiaojun Deng, Le-Le Fu et al.· Proceedings of the 32nd ACM...· 0 citations
Differential privacy (DP) mechanisms have been widely adopted in federated learning (FL) to enhance model security. However, existing approaches predominantly employ uniform privacy budgets, neglecting personalized requirements arising from heterogeneous user privacy preferences. Such uniform privacy configurations typ...
Tianchi Liao, Xiaojun Deng, Lele Fu et al.· Proceedings of the 32nd ACM...· 0 citations
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