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Graph Neural Networks have demonstrated exceptional effectiveness in handling graph data; however, there are numerous challenges from multiple data modalities to lack of labeled data. In this talk, I’ll introduce our work on learning from multiple data, and also the ideas of learning from limited data, including few-shot and self-supervised learning. 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