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Applying transformer architecture to enhance attack detection performance in intrusion detection systemsIntrusion Detection Systems (IDS) are crucial in safeguarding network security against increasingly sophisticated threats. In this study, we propose a Transformer-based intrusion detection model to... Author: Vu Phuong Thi, Ha Hoang Thi Hong, Truong Dinh Gia, Yen Tran Thi Keyword: Intrusion Detection Transformer UNSW-NB15 Cybersecurity Self-attention
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Risk-Preserving Policy Distillation for Lightweight Onboard Resource Allocation in AI-Enabled VANETsDeep reinforcement learning (DRL) enables adaptive spectrum and power allocation in highly dynamic vehicular ad hoc networks, but full-size policies are often impractical for resource-constrained... Author: Huong Tran Thi Keyword: Risk-preserving policy distillation Tail-risk-aware resource allocation Critical-state-aware model compression Constrained deep reinforcement learning VANET spectrum and power allocation.
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RiskAdversarial GNN-DRL framework for Robust communication in hostile MANET environmentsMobile ad hoc networks (MANETs) operating in hostile environments are vulnerable to coordinated wireless, routing, trust, and topology attacks. This paper proposes a tri-level
adversarial GNN–DRL... Author: Hoan Tran Quoc Keyword: Mobile ad-hoc networks Adversarial graph neural networks Trust-aware graph recovery Hierarchical deep reinforcement learning Self-play learning.
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Current situation and solutions for developing library staff at Vietnam National University Ho Chi Minh City through a competency-based approachThis article analyzes the current situation and proposes solutions for developing library staff at Vietnam National University Ho Chi Minh City through a competency-based approach in the context of... Author: Nguyen Quynh Anh, Sa Nguyen Thi Lan Keyword: library staff competency-based approach staff development academic librar digital transformation
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Digital competencies of secondary school principals in the North Central region: current status and solutionsIn the context of digital transformation in education, the digital competencies of lower secondary school principals play a critical role in data-driven school governance and innovation leadership.... Author: Phong Luong Hong Keyword: Digital competency Digital transformation in Education Secondary school principals School management
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Design and preliminary evaluation of an Arduino-based simulation model of the operating principles of a PWR nuclear power plant for STEM-oriented Physics teachingThis paper presents the design, fabrication, and preliminary evaluation of a low-cost, intuitive model simulating the operating principles of a nuclear power plant using a pressurized water reactor... Author: Chau Le Minh Thanh, Minh Van Cong, Hieu Vo Cong, Tien Tran Thanh, Vy Pham Truc, The Le Tran Thanh Keyword: nuclear power plant PWR Arduino visual model STEM education Physics teaching
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Lightweight DAG-blockchain framework for trust management in edge-assisted VANETsHighly dynamic topology and unreliable vehicular behaviors remain major challenges for blockchain-enabled trust management in Vehicular Ad Hoc Networks (VANETs). Conventional blockchain schemes often... Author: Hang Dao Thi, Phi Pham Van, Hien Tran Thi Keyword: VANET DAG Blockchain Trust management Edge-assisted networks Mobility-aware trust
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Digital-based teaching and learning: a case study at Doan Thi Diem Primary School, Hanoi cityThis study aims to assess the current status of digital technology-based teaching and learning at Doan Thi Diem Primary School in Hanoi using a mixed-methods approach, combining a survey of 45 school... Author: Hien Dang Thi Thu, Cuc Nguyen Dieu Keyword: Digital transformation in education digital technology-based teaching and learning digital technology application primary education private primary school
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Designing an exercise system for developing event organization skills among Early Childhood Education studentsThis article presents the results of a study on designing an exercise system to develop event and holiday organization skills among Early Childhood Education students. The study primarily employed... Author: Le Dao Thi Anh Keyword: Skill development early childhood education exercise system Early Childhood Education students
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Enhancing network performance with improved random early detectionCongestion has become an important issue affecting the per-formance of network systems. Active Queue Management (AQM) algorithms are crucial in ensuring network stability. The first active queue... Author: Dien Vu Van Keyword: Active queue management congestion average queue size RED threshold.
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