PhD Position F/M Cognitive Network Observability: Bridging Graph Neural Networks and Large Language Models for Generalizable and Explainable Network Tomography
Computer Science, Machine Learning and Deep Learning fixed-term contract position at Inria
Apply by Monday, Nov 30
Closing time not stated; check the source.
About
Develop a framework for network tomography combining graph neural networks with large language models. The GENIE ANR project investigates generalization across unseen network topologies, inference of non-additive metrics, and Graph-RAG diagnostics grounded in incident records and routing information. The doctorate includes experimental validation on realistic network data and peer-reviewed dissemination, within the ERMINE team in collaboration with ADOPNET. Appointment: 3 years; advertised start 2027-01-04. monthly gross salary 2300 euros.
Topics
- network tomography
- Graph Neural Networks
- large language models
- network topologies
- non-additive metrics
- Graph-RAG
- incident records
- routing information
- realistic network data
Requirements
Graduate degree or equivalent. Applicants may require authorization for access to a restricted research area (ZRR).
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Source: jobs.inria.fr