A Roadmap from Weights to Wisdom: Inspecting and Extracting Knowledge from Graph Neural Networks (Short Paper). - Artem Chernobrovkin (BEWARE@AI*IA, 2024)

Verifying Graph Neural Networks with Readout is Intractable. - Artem Chernobrovkin; Marco Sälzer; François Schwarzentruber; Nicolas Troquard (CoRR, 2025)