Research Lab

2026

• DeepStage: Learning Autonomous Defense Policies Against Multi-Stage APT Campaigns

  Hội nghịTrung V. Phan, Tri G. Nguyen, and T. Bauschert — International Conference on Cyber Security and Resilience (IEEE CSR)

• DeepXplain: XAI-Guided Autonomous Defense Against Multi-Stage APT Campaigns

  Hội nghịTrung V. Phan, Tri Gia Nguyen, Thomas Bauschert — IEEE GLOBECOM 2026

• From Prompts to Patterns: How Architectural Constraints Improve LLM-Generated Code

  Tạp chíKien N.M. Le, Minh Q. Nguyen, Bao H. Huynh, Tri Gia Nguyen — Computers, Materials & Continua

• Mitigating LLM Hallucinations in Security Proof-of-Concept Code Generation via Grounded Iterative Refinement

  Hội nghịDat Le, Huy Tran, Thi Tran, Bach Nguyen, Hung Nguyen, Tri G. Nguyen — International Conference on Applied Artificial Intelligence (2AI)

• Reinforcement Learning-Guided Unsupervised Segmentation for Low-Light Images

  Hội nghịMinh D. Nguyen, Quan T. Ho, Nhan T. Nguyen, Huy H-N. Nguyen, Tri G. Nguyen — International Conference on Applied Artificial Intelligence (2AI)

2025

• Illuminating the Hidden Challenges of Serverless LLM Systems

  Hội nghịA. Samanta, Tri G. Nguyen — 11th International Workshop on Serverless Computing

• Trust-Based Distributed Resource Allocation in Edge-Enabled IIoT Networks

  Tạp chíA. Samanta, Tri G. Nguyen — IEEE Access

2023

• ASAP: Adaptive and Scalable Microservice Provisioning for Edge-IoT Networks

  Hội nghịA. Samanta, F. Esposito, Tri G. Nguyen — Wireless On-demand Network systems and Services Conference (WONS)

• Fairness-Aware Data Offloading in Wireless Body Area Networks with QoS Constraint

  Hội nghịTri G. Nguyen, A. Samanta — International Conference on Ubiquitous and Future Networks

• SAFE: Efficient DDoS Attack Defense with Elastic Traffic Flow Inspection in SDN-based Data Centers

  Tạp chíTri G. Nguyen, Hai H. Nguyen, Trung V. Phan — Journal of Computer Science and Cybernetics

2022

• DeepPlace: Deep Reinforcement Learning for Adaptive Flow Rule Placement in Software-Defined IoT Networks

  Tạp chíTri G. Nguyen, T. V. Phan, D. T. Hoang, H. H. Nguyen, D. T. Le — Computer Communications

• Distributed Resource Distribution and Offloading for Resource-Agnostic Microservices in Industrial IoT

  Tạp chíA. Samanta, Tri G. Nguyen, Thao T. Ha, S. Mumtaz — IEEE Transactions on Vehicular Technology

• FEAR: Federated Cyber-Attack Reaction in Distributed Software-Defined Networks with Deep Q-Network

  Hội nghịT. V. Phan, Tri G. Nguyen — Wireless Telecommunications Symposium (WTS)

• Quality-Driven Energy-Efficient Big Data Aggregation in WBANs

  Tạp chíA. Samanta, Tri G. Nguyen — IEEE Sensor Letters

2021

• CARS: Dynamic Cyber-attack Reaction in SDN-based Networks with Q-learning

  Hội nghịH. H. Nguyen, Tri G. Nguyen, H. T. Dinh, D. T. Le, T. V. Phan — International Conference on Advanced Technologies for Communications (ATC)

• DeepMatch: Fine-Grained Traffic Flow Measurement in SDN With Deep Dueling Neural Networks

  Tạp chíT. V. Phan, Tri G. Nguyen, T. Bauschert — IEEE Journal on Selected Areas in Communications

• Fault-Tolerant Mechanism for Edge-Based IoT Networks with Demand Uncertainty

  Tạp chíA. Samanta, F. Esposito, Tri G. Nguyen — IEEE Internet of Things Journal

• Federated Deep Reinforcement Learning for Traffic Monitoring in SDN-Based IoT Networks

  Tạp chíTri G. Nguyen, T. V. Phan, D. T. Hoang, T. N. Nguyen, C. So-In — IEEE Transactions on Cognitive Communications and Networking

2020

• An efficient distributed algorithm for target-coverage preservation in wireless sensor networks

  Tạp chíTri G. Nguyen, T. V. Phan, H. H. Nguyen, P. Aimtongkham, and C. So-In — Peer-to-Peer Networking and Applications

• DeepGuard: Efficient Anomaly Detection in SDN With Fine-Grained Traffic Flow Monitoring

  Tạp chíT. V. Phan, Tri G. Nguyen, N. N. Dao, H. T. Truong, T. H. Nguyen, T. Bauschert — IEEE Transactions on Network and Service Management

• Efficient SDN-Based Traffic Monitoring in IoT Networks with Double Deep Q-Network

  Hội nghịTri G. Nguyen, T. V. Phan, H. T. Dinh, T. Nguyen, and C. So-In — Lecture Notes in Computer Science

2019

• Averaged Dependence Estimators for DoS Attack Detection in IoT Networks

  Tạp chíZ. A. Baig, S. Sanguanpong, S. N. Firdous, V. N. Vo, Tri G. Nguyen, and C. So-In — Future Generation Computer Systems

• Q-DATA: Enhanced Traffic Flow Monitoring in Software-Defined Networks applying Q-learning

  Hội nghịT. V. Phan, S. T. Islam, Tri G. Nguyen, and T. Bauschert — International Conference on Network and Service Management (CNSM)

• SeArch: A Collaborative and Intelligent NIDS Architecture for SDN-Based Cloud IoT Networks

  Tạp chíTri G. Nguyen, T. V. Phan, B. T. Nguyen, C. So-In, Z. Baig, and S. Sanguanpong — IEEE Access