Phd Fellowship in Ai-native Networking

Helse Sør-øst RHF
**PhD Fellowship in AI-Native Networking**:
Offentlig forvaltning
**Kvalifikasjoner**:
**About the PhD Project**
The PhD fellow will be a core member of the SYNAPSE team and will focus primarily on Work Package 1 (Semantic Hypergraph Modeling and Dynamic Link Control), with contributions to Work Package 3 (Cross-Layer MARL Orchestration). The research will include:
- Designing and formalizing semantic hypergraph representations that encode urgency propagation paths, device relationships, and resource constraints in distributed networks
- Developing and training temporal Graph Neural Networks (GNNs) to produce unified embeddings capturing both network dynamics and semantic priorities
- Integrating hypergraph embeddings into multi-agent reinforcement learning frameworks to enable coordinated, real-time link control decisions
- Implementing decentralized link adaptation mechanisms for predictive rerouting and prioritization of critical data flo...