5 papers
Next-generation O-RAN Edge: Energy-aware Joint Placement and Migration of Cloud-Native Functions
Nguyen Phuc Tran, Brigitte Jaumard, Oscar Delgado
The transition toward Open Radio Access Networks (O-RANs) is reshaping how cellular infrastructure is deployed, managed, and optimized. This paper investigates the energy-aware joi…
Cross-Domain Query Translation for Network Troubleshooting: A Multi-Agent LLM Framework with Privacy Preservation and Self-Reflection
Nguyen Phuc Tran, Brigitte Jaumard, Karthikeyan Premkumar +1
This paper presents a hierarchical multi-agent LLM architecture to bridge communication gaps between non-technical end users and telecommunications domain experts in private networ…
LLM-Augmented Knowledge Base Construction For Root Cause Analysis
Nguyen Phuc Tran, Brigitte Jaumard, Oscar Delgado +3
Communications networks now form the backbone of our digital world, with fast and reliable connectivity. However, even with appropriate redundancy and failover mechanisms, it is di…
Energy-Aware LLMs: A step towards sustainable AI for downstream applications
Nguyen Phuc Tran, Brigitte Jaumard, Oscar Delgado
Advanced Large Language Models (LLMs) have revolutionized various fields, including communication networks, sparking an innovation wave that has led to new applications and service…
Building a temperature forecasting model for the city with the regression neural network (RNN)
Nguyen Phuc Tran, Duy Thanh Tran, Thi Thuy Nga Duong
In recent years, a study by environmental organizations in the world and Vietnam shows that weather change is quite complex. global warming has become a serious problem in the mode…