4 papers
NDT Factory: Synthesizing Verified Network Digital Twins from Semantic Models via Multi-Agent LLM
Sudipta Acharya, Petar Djukic, Burak Kantarci
Autonomous network management requires systems that can evaluate Network Service Intents (NSIs) under varying conditions without manual implementation of analysis logic, as envisio…
On Identifying Adversarial Intent Injection in AI-Native 6G Networks
Nilesh Chakraborty, Petar Djukic, Burak Kantarci
AI-native 6G networks have brought Intent-Based Networking (IBN) to the forefront, enabling high-level goals to be translated into network configurations. However, this abstraction…
From Agentic to Autogenic Network Management for AI-Native 6G and Beyond: A Standards Perspective
Petar Djukic, Sudipta Acharya, Takai Eddine Kennouche +1
Standards bodies, including TM Forum, 3GPP, and ETSI, are converging on Agentic AI as the foundation for next-generation network management, where Large AI Model (LAM)-based agents…
FTA-NTN: Fairness and Throughput Assurance in Non-Terrestrial Networks
Sachin Ravikant Trankatwar, Heiko Straulino, Petar Djukic +1
Designing optimal non-terrestrial network (NTN) constellations is essential for maximizing throughput and ensuring fair resource distribution. This paper presents FTA-NTN (Fairness…