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Yaqing Wang

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Node-level Graph Neural Architecture Search Framework

In recent years, Graph Neural Networks (GNNs) and architecture search frameworks have gained extensive application in non-Euclidean data processing, attributable to their superior capacity in managing unstructured data. Nevertheless, traditional approaches typically apply uniform convolution operations to all nodes, re...

Lintao Yanga, Sirui Lia, Ya-Qing Wang et al. · 0 citations
Conference Open access Sep 2026

Toward Data-Efficient Intelligence: From Few-Shot Learning to Agentic Systems

A research path from few-shot learning to meta-learning, in-context learning, and data-efficient agentic systems is summarized, which concludes that limited supervision can be made useful by the right priors, the right adaptation mechanism, and the right way to reuse experience.

Ya-Qing Wang · 0 citations

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