Author

Yang Liu

2 papers indexed here

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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

Preprint Sep 2026

WM-Craftnet: World Synesthesia Model for Generalizable and Robust Dexterous In-Hand Manipulation

WM-Craftnet is proposed, a world-model-conditioned framework that learns compact action-conditioned latent dynamics from proprioception, depth, tactile sensing, and actions, supervised by multimodal reconstruction and reward prediction.

Jie Yin, Ze-Yu Zhao, Xi Tan et al. · 2 citations