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ALPINE: Adaptive Localization for Parameter- and Sample-Efficient Few-Shot Learning

Hugging Face Daily Papers · 2026-09-16 Cached

ALPINE introduces an ultra-lightweight spatial-relational architecture for few-shot image classification that achieves accuracy gains with fewer parameters, faster convergence, and better robustness compared to baselines like Prototypical Networks and MAML.

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