activity
20202026
most citedAdaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing

8 citations · 8 across the 10 of their papers we have counts for

collaborators

11 papers

cs.NI2026

6G as It Is Actually Being Built: Insights from Early 3GPP Standardization

Ngo Hoang Tu, Huy T. Nguyen, Mao V. Ngo +3

As mobile communications cross the threshold from 5G to 6G, the 3GPP has entered a decisive phase. Following the Technical Specification Group (TSG) plenary meetings of June 2026 a…

cs.NI2026

EvoRIC: Reinforcement Learning Fine-Tuned LLM-empowered RAN Intelligent Control Toward Autonomous O-RAN

Lingyan Bao, Jemin Lee, Tony Q. S. Quek

Despite recent advances in applying artificial intelligence (AI) techniques to radio access network (RAN), critical challenges remain: traditional machine learning (ML) algorithms…

cs.NI2026

LLM-Based Net Analyzer rApp for Explainable and Safe Automation in O-RAN Non-RT RIC

Tuan V. Ngo, Mao V. Ngo, Binbin Chen +3

Modern 5G/6G radio access networks are increasingly programmable through O-RAN, yet their operational complexity has grown with disaggregation, open interfaces, and fine-grained co…

cs.NI2025

Adaptive AI Model Partitioning over 5G Networks

Tam Thanh Nguyen, Tuan Van Ngo, Long Thanh Le +4

Mobile devices increasingly rely on deep neural networks (DNNs) for complex inference tasks, but running entire models locally drains the device battery quickly. Offloading computa…

cs.NI2024

INA-Infra: An Open and Extensible Infrastructure for Intent-driven Network Automation Research

Nguyen-Bao-Long Tran, Tuan V. Ngo, Mao V. Ngo +3

As telecommunications systems progress to support diverse use cases with heterogeneous and dynamic Quality of Service (QoS) requirements, it becomes an increasingly complex task to…

cs.NI2024

Consistent and Repeatable Testing of mMIMO O-RU across labs: A Japan-Singapore Experience

Thanh-Tam Nguyen, Mao V. Ngo, Binbin Chen +6

Open Radio Access Networks (RAN) aim to bring a paradigm shift to telecommunications industry, by enabling an open, intelligent, virtualized, and multi-vendor interoperable RAN eco…

cs.NI2024

Consistent and Repeatable Testing of O-RAN Distributed Unit (O-DU) across Continents

Tuan V. Ngo, Mao V. Ngo, Binbin Chen +6

Open Radio Access Networks (O-RAN) are expected to revolutionize the telecommunications industry with benefits like cost reduction, vendor diversity, and improved network performan…

cs.LG2021

Adaptive Anomaly Detection for Internet of Things in Hierarchical Edge Computing: A Contextual-Bandit Approach

Mao V. Ngo, Tie Luo, Tony Q. S. Quek

The advances in deep neural networks (DNN) have significantly enhanced real-time detection of anomalous data in IoT applications. However, the complexity-accuracy-delay dilemma per…

cs.NI2020

Coordinated Container Migration and Base Station Handover in Mobile Edge Computing

Mao V. Ngo, Tie Luo, Hieu T. Hoang +1

Offloading computationally intensive tasks from mobile users (MUs) to a virtualized environment such as containers on a nearby edge server, can significantly reduce processing time…

cs.LG2020

Contextual-Bandit Anomaly Detection for IoT Data in Distributed Hierarchical Edge Computing

Mao V. Ngo, Tie Luo, Hakima Chaouchi +1

Advances in deep neural networks (DNN) greatly bolster real-time detection of anomalous IoT data. However, IoT devices can hardly afford complex DNN models, and offloading anomaly…

cs.LG2020★ 8 cited

Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing

Mao V. Ngo, Hakima Chaouchi, Tie Luo +1

Advances in deep neural networks (DNN) greatly bolster real-time detection of anomalous IoT data. However, IoT devices can barely afford complex DNN models due to limited computati…