Postdoc in Neurosymbolic Relational GNNs

Inria; France; Hybrid; EUR 40.000 - 50.000; Vollzeit

Benefits dieser Stelle

Transport reimbursement

Teleworking after 6 months

Flexible hours

Annual leave 7 weeks + RTT days

Professional equipment

Social & cultural events

Zusammenfassung

Inria, France's digital science and technology research institute, invites applications for a Post-Doctoral Research Visit in the TYREX team. The project investigates neurosymbolic relational GNNs by injecting symbolic knowledge into message passing, guiding schemas, constraints, and rules for more structured learning.

The role emphasizes developing GraphSAGE-style extensions and atomic-route-based approaches, building a benchmark, and providing empirical evidence on improvements in accuracy,

Qualifikationen

• PhD or equivalent required.

Aufgaben

• Characterize how symbolic knowledge can be represented and injected into relational GNNs.
• Develop neurosymbolic extensions of GraphSAGE-style aggregation for relational databases.
• Develop symbolic and differentiable variants of atomic-route-based message passing.
• Contribute to building a benchmark for neurosymbolic relational learning (datasets, annotations, tasks, evaluation).
• Provide empirical evidence on when symbolic knowledge improves relational learning (accuracy, robustness, data efficiency, interpretability).

Ausbildung

PhD or equivalent

Jobbeschreibung

Inria, France's digital science and technology research institute, invites applications for a Post-Doctoral Research Visit in the TYREX team. The project investigates neurosymbolic relational GNNs by injecting symbolic knowledge into message passing, guiding schemas, constraints, and rules for more structured learning.

The role emphasizes developing GraphSAGE-style extensions and atomic-route-based approaches, building a benchmark, and providing empirical evidence on improvements in accuracy,