Author

Gui-Qin Wang

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Preprint Aug 2026

Fast and Accurate: An Adaptive VLA Inference Framework through Environment-aware Model Selection

Environment-aware Model Selection (EMS), an adaptive VLA inference framework that switches between two fully decoupled systems of different scales through environment-aware model selection, and offers three key advantages over prior hierarchical VLA frameworks: a fully decoupled and modular dual-system architecture tha...

Yuewei Sun, Lang Qin, Zechuan Tian et al. · 0 citations

#artificial intelligence Review Sep 2026

Label-Guided Knowledge Distillation for 3D-CNNs in Action Recognition

Label-Guided Knowledge Distillation (LGKD) is proposed to guide the distillation of student model features using ground truth labels to enhance the student's ability to learn higher-dimensional semantic information and improving model generalization.

Yan Shi, Peng Zhao, Nan Qi et al. · 0 citations