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cs.LG2021
A Local Similarity-Preserving Framework for Nonlinear Dimensionality Reduction with Neural Networks
Xiang Wang, Xiaoyong Li, Junxing Zhu +5
Real-world data usually have high dimensionality and it is important to mitigate the curse of dimensionality. High-dimensional data are usually in a coherent structure and make the…
cs.LG2021
DEAL: Decremental Energy-Aware Learning in a Federated System
Wenting Zou, Li Li, Zichen Xu +1
Federated learning struggles with their heavy energy footprint on battery-powered devices. The learning process keeps all devices awake while draining expensive battery power to tr…