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Quang Vinh Duong

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Open access Sep 2026

Evaluating RAG Configurations for Clinical Information Extraction from EHR Notes: Aged Care Case Study

Empirical evidence is provided on how retrieval, embedding, and prompting choices influence clinical information extraction performance and practical guidance is offered for researchers and healthcare informatics practitioners seeking to optimise retrieval-augmented large language model systems for extracting clinicall...

Dinithi S. Vithanage, Quang Vinh Duong, Chao Deng et al. · 0 citations
#machine learning Preprint Sep 2026

Proportional-Fair Resource Allocation and Dual-Threshold Early-Exit Inference for Secure Cooperative Multi-Layer Edge Intelligence

Numerical results with early-exit MobileNetV2 and ShuffleNetV2 demonstrate near-perfect UE fairness with aggregate utility close to a Sum-Utility benchmark, reveal security-induced resource fragmentation, and demonstrate the Stage-A scalability from 6 to 144 UEs with median solving time below 0.1~s.

T. Vu, John Le, Tu N. Nguyen et al. · 0 citations

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