15 citations · 16 across the 11 of their papers we have counts for
11 papers
Adaptive Swin Transformer Partitioning over AI-RAN Networks
Tam Thanh Nguyen, Yong Hao Pua, Tuan Van Ngo +4
This paper demonstrates the feasibility of transformer-based split inference for real-time video object detection over dynamic 5G AI-RAN networks. We extend throughput-aware adapti…
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…
SLA-Aware Distributed LLM Inference Across Device-RAN-Cloud
Hariz Yet, Nguyen Thanh Tam, Mao V. Ngo +5
Embodied AI requires sub-second inference near the Radio Access Network (RAN), but deployments span heterogeneous tiers (on-device, RAN-edge, cloud) and must not disrupt real-time…
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…
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…
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…
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…
Evaluation of Control/User-Plane Denial-of-Service (DoS) Attack on O-RAN Fronthaul Interface
Ferlinda Feliana, Ting-Wei Hung, Binbin Chen +1
The open fronthaul interface defined by O-RAN ALLIANCE aims to support the interoperability between multi-vendor open radio access network (O-RAN) radio units (O-RU) and O-RAN dist…
Caching-based Multicast Message Authentication in Time-critical Industrial Control Systems
Utku Tefek, Ertem Esiner, Daisuke Mashima +2
Attacks against industrial control systems (ICSs) often exploit the insufficiency of authentication mechanisms. Verifying whether the received messages are intact and issued by leg…
Exposing Hidden Attackers in Industrial Control Systems using Micro-distortions
Suman Sourav, Binbin Chen
For industrial control systems (ICS), many existing defense solutions focus on detecting attacks only when they make the system behave anomalously. Instead, in this work, we study…
Machine Learning Assisted Bad Data Detection for High-throughput Substation Communication
Suman Sourav, Partha P. Biswas, Vyshnavi Mohanraj +2
Electrical substations are becoming more prone to cyber-attacks due to increasing digitalization. Prevailing defense measures based on cyber rules are often inadequate to detect at…