3 papers
cs.NI2026
Intent-Driven 6G Service Orchestration: Grounded Translation, Validation, and Decomposition
Jean Martins, Leonid Mokrushin, Marin Orlic +1
Intent-based automation for 6G envisions networks steered by high-level goals rather than low-level configurations. Existing LLM-based approaches translate natural language into pl…
cs.AI2026
TIO-SHACL: Comprehensive SHACL validation for TMF Intent Ontologies
Jean Martins, Leonid Mokrushin, Marin Orlic
Intent-based networking promises to revolutionize telecommunications network management by enabling operators to specify high-level goals rather than low-level configurations. The…
cs.NI2024
Closed-form congestion control via deep symbolic regression
Jean Martins, Igor Almeida, Ricardo Souza +1
As mobile networks embrace the 5G era, the interest in adopting Reinforcement Learning (RL) algorithms to handle challenges in ultra-low-latency and high throughput scenarios incre…