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cs.LG2024★ 2 cited
Mask-Encoded Sparsification: Mitigating Biased Gradients in Communication-Efficient Split Learning
Wenxuan Zhou, Zhihao Qu, Shen-Huan Lyu +2
This paper introduces a novel framework designed to achieve a high compression ratio in Split Learning (SL) scenarios where resource-constrained devices are involved in large-scale…
cs.LG2024
The Role of Depth, Width, and Tree Size in Expressiveness of Deep Forest
Shen-Huan Lyu, Jin-Hui Wu, Qin-Cheng Zheng +1
Random forests are classical ensemble algorithms that construct multiple randomized decision trees and aggregate their predictions using naive averaging. \citet{zhou2019deep} furth…