DataFunSummit
Feb 17, 2024 · Artificial Intelligence
When to Pre‑Train Graph Neural Networks: Data‑Active Pre‑Training and a Graph Generator Framework
This article examines the conditions under which graph neural network pre‑training is beneficial, proposes a data‑centric generator framework to assess transferability, introduces a data‑active pre‑training strategy that selects informative graphs, and presents experimental results showing that using less, well‑chosen data can outperform full‑scale pre‑training.
Graph Neural Networksdata selectiongraph generator
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