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Hong-ning Dai

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#diffusion models Open access Nov 2026

Hybrid Stackelberg Game and Diffusion-Based Auction for Two-Tier Agentic AI Task Offloading in Internet of Agents

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. · 0 citations
Book Open access Aug 2026

Learning in the Right Subspace: Personalized Differential Private Federated Learning with Noise Filtering

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. · 0 citations
Book Open access Aug 2026

Learning in the Right Subspace: Personalized Differential Private Federated Learning with Noise Filtering

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. · 0 citations

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