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Truong-Son Hy

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Review Open access Jul 2026

A comprehensive review of efficient deep learning for clinical medical imaging deployment

This review provides a comprehensive synthesis of efficient and lightweight deep learning architectures specifically tailored for the medical domain, and examines key model compression strategies and their efficacy in maintaining diagnostic performance while reducing hardware requirements.

C. M. Nguyen, Truong-Son Hy · 0 citations
Review Jul 2026

Evaluating Agentic Bioinformatics through Function, Evidence, and Validation

It is argued that agentic bioinformatics should be assessed through workflow correctness rather than final-answer correctness alone, and the Function--Evidence--Validation (FEV) framework is introduced, which separates demonstrated workflow operations, traceable support for actions and claims, and use-case-specific validation.

Phuc Pham, Truong-Son Hy · 0 citations
Open access Sep 2025

LINKER: Learning Interactions between Functional Groups and Residues with Chemical Knowledge‑Enhanced Reasoning and Explainability

LINKER is the first sequence-based model to predict residue-functional group interactions according to biologically defined interaction types, using only a protein sequence and the SMILES representation of the ligand, and requires only sequence-level input at inference.

Phuc Pham, Viet Thanh Duy Nguyen, Truong-Son Hy · 1 citation