3 papers
cs.NI2025
Towards Scalable O-RAN Resource Management: Graph-Augmented Proximal Policy Optimization
Duc-Thinh Ngo, Kandaraj Piamrat, Ons Aouedi +2
Open Radio Access Network (O-RAN) architectures enable flexible, scalable, and cost-efficient mobile networks by disaggregating and virtualizing baseband functions. However, this f…
cs.LG2024
FLEXIBLE: Forecasting Cellular Traffic by Leveraging Explicit Inductive Graph-Based Learning
Duc Thinh Ngo, Kandaraj Piamrat, Ons Aouedi +2
From a telecommunication standpoint, the surge in users and services challenges next-generation networks with escalating traffic demands and limited resources. Accurate traffic pre…
cs.LG2023
A Generic Approach to Integrating Time into Spatial-Temporal Forecasting via Conditional Neural Fields
Minh-Thanh Bui, Duc-Thinh Ngo, Demin Lu +1
Self-awareness is the key capability of autonomous systems, e.g., autonomous driving network, which relies on highly efficient time series forecasting algorithm to enable the syste…