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benchmark evaluation 1graph representation learning 1model interpretability 1synthetic data 1temporal graphs 1

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cs.LG2026

What Do Temporal Graph Learning Models Learn?

Abigail J. Hayes, Tobias Schumacher, Markus Strohmaier

The paper investigates which structural and temporal properties of graphs are actually captured by state‑of‑the‑art temporal graph learning models, using systematic tests on synthe…