Tingyun Liu

Graph Attention Prototypical Network for Robust Few-Shot Classification

Few-shot learning has attracted extensive attention, with metric-based approaches such as Prototypical Networks establishing strong baselines. These methods construct class prototypes from support samples and classify query samples via distance metrics, but their performance is highly sensitive to l