Publications

2026

Machine Learning Healthcare Knowledge Graphs Multimodal Learning

PIKE: A Multimodal Framework Fusing Physiological Priors and Knowledge Graphs for Short-Sequence EHR Prediction

Tuan-Cuong Vuong ^* , Trang Xuan Mai ^† , Son Thai Mai , Duong Tung Ta , Thien Van Luong

IEEE Transactions on Neural Networks and Learning Systems (Under Review)

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2026

Machine Learning Security UAV LLM

LLM-Powered Intrusion Detection Systems for Unmanned Aerial Vehicles

Cong Chi Nguyen ^* , Tuan-Cuong Vuong , Mai Xuan Trang , Huan Vu , Vu-Duc Ngo , Thien Van Luong ^†

Cluster Computing (Under Review)

Paper PDF

2026

Machine Learning Security Blockchain Graph Neural Networks

STGraph-FS: Structural Temporal Graph with Feature Selection for Ethereum Fraud Detection

Duong Ngoc Vu ^* , Tuan-Cuong Vuong , Kim-Ngan Thi Nguyen , Tien-Cuong Nguyen , Vu-Duc Ngo , Trong-Nghia Nguyen , Mai Xuan Trang , Huan Vu , Thien Van Luong ^†

IEEE Transactions on Artificial Intelligence (Under Review)

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2025

Multi-Agent NLP LLM

Training-Free Mixture of Agents for Multi-Document Summarization Leveraging LLMs and Knowledge Graphs

Tuan-Cuong Vuong ^* , Trang Mai Xuan ^† , Cuong Nguyen Tien , Luong Thien Van

Neural Computing and Applications (revised)

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2025

Machine Learning Healthcare Knowledge Graphs NLP

HERMES: Contrast-Aware Knowledge Graph Reasoning from Clinical Notes for Patient Outcome Prediction

Gia-Bach Nguyen ^* , Tuan-Cuong Vuong , Trang Xuan Mai , Duy Quoc Ngo , Tien-Cuong Nguyen , Huan Vu , Thien Luong Van ^†

CITA 2026 (Under Review)

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2025

Machine Learning Security Imbalanced Learning

On the Effectiveness of Random Undersampling for Intrusion Detection of Imbalanced Network Traffic

Phi Ngoc Nguyen ^* , Tuan-Cuong Vuong , Trang Xuan Mai , Vu-Duc Ngo , Hung Tran , Huan Vu , Thien Luong Van ^†

CITA 2026 (Under Review)

Paper PDF

2024

NLP Summarization

BERT-VBD: Vietnamese Multi-Document Summarization Framework

Tuan-Cuong Vuong ^† , Mai Xuan Trang , Luong Van Thien

CITA 2024

Paper Code DOI

2024

Machine Learning Security UAV

Effective Intrusion Detection for UAV Communications using Autoencoder-based Feature Extraction and Machine Learning Approach

Tuan-Cuong Vuong ^* , Cong Chi Nguyen , Van-Cuong Pham , Thi-Thanh-Huyen Le , Xuan-Nam Tran , Thien Van Luong ^†

NOLTA 2024

Paper Code DOI

2024

Machine Learning Security

Machine learning-based intrusion detection: feature selection versus feature extraction

Vu-Duc Ngo ^* , Tuan-Cuong Vuong , Thien Van Luong ^† , Hung Tran

Cluster Computing

Paper DOI

2022

Machine Learning Security

A Comparison of Feature Selection and Feature Extraction in Network Intrusion Detection Systems

Tuan-Cuong Vuong ^* , Hung Tran , Mai Xuan Trang , Vu-Duc Ngo , Thien Van Luong ^†

APSIPA ASC 2022

Paper DOI