Mengying Zhu

DAPrompt: Dual Alignment Prompt of Structure and Semantics for Few-shot Graph Learning

2026 · Proceedings of the AAAI Conference on Artificial Intelligence

Few-shot graph learning remains a fundamental yet challenging problem, especially under heterophilic graph settings where connected nodes are likely to belong to different classes. In such scenarios, two key challenges arise: (1) unreliable or noisy …