Alimama Tech
Sep 14, 2022 · Artificial Intelligence
Streaming Graph Neural Networks via Generative Replay
The paper introduces SGNN‑GR, a framework that pairs a graph neural network with a GAN‑based generative model to replay synthetic historical nodes, enabling continual learning on evolving graphs without storing raw data, achieving near‑retraining accuracy while being 3–6× faster per iteration.
Graph Neural Networkscontinual learninggenerative replay
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