randomized-neural-networks

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#randomized-neural-networks

Uncertainty-Aware Ensemble Deep Randomized Neural Networks for Classification

arXiv cs.LG · 5天前 缓存

The paper proposes intuitionistic fuzzy deep RVFL (IF-dRVFL) and ensemble deep RVFL (IF-edRVFL) frameworks that use sample neighborhood information to improve robustness against noise and outliers in classification tasks, outperforming existing SOTA fuzzy and non-fuzzy approaches on benchmark datasets.

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#randomized-neural-networks

CAWI:面向随机神经网络的Copula对齐权重初始化方法

arXiv cs.LG · 2026-05-14 缓存

介绍CAWI,一种基于Copula的随机神经网络权重初始化方法,该方法建模特征间依赖关系,在83个分类基准上提升了预测性能。

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