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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Dengqi Yang

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Conference Aug 2026

HDP-FL: A Hierarchical Differential Privacy Framework for Federated Learning in Healthcare

Federated learning (FL) enables collaborative model training in Internet of Things (IoT)-enabled healthcare environments without directly sharing raw medical data. However, shared gradients and model parameters may still expose sensitive information, and uniform privacy budgets cannot reflect different medical-data sen...

Ye-Jian Dan, Peng Yin, Yue-Lang Yang et al. · 0 citations
Open access Aug 2026

GAD-YOLO: A Multi-Level Feature Enhancement Network for Dense Small Traffic Object Detection in Intelligent Transportation Systems

Results show that GAD-YOLO improves the primary traffic object detection task and yields modest positive performance differences on an independent public benchmark under the fixed experimental setting, while maintaining real-time inference capability.

Yuan He, Xing Li, Junfa Zhu et al. · 0 citations
Review Open access Jul 2026

Graph Neural Networks for Software Vulnerability Mining: A Review

A PRISMA-informed structured topical review of 87 studies is presented and a strategic agenda covering leakage-resistant datasets, uncertainty-aware graph construction, repository-level evaluation, cost-effective Graph–LLM collaboration, and graph-guided autonomous vulnerability repair is developed.

Yuan He, Haikun Lv, Xingrong Li et al. · 0 citations

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