Author

Hao-Nan Chen

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Review Open access Sep 2026

Mathematical Optimization and Advanced Algorithms for Few-Shot and Zero-Shot Visual Learning: An Optimization-Centered Review

A unified comparison of attribute-based ZSL, episodic meta-learning, metric and prototype estimators, graph and optimal-transport inference, generative any-shot models, and adaptation of vision–language models is analyzed.

Jie Li, Yu-Bo Sun, Xun Du et al. · Mathematics · 0 citations