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#randomized-neural-networks

Uncertainty-Aware Ensemble Deep Randomized Neural Networks for Classification

arXiv cs.LG · 4d ago Cached

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: Copula-Aligned Weight Initialization for Randomized Neural Networks

arXiv cs.LG · 2026-05-14 Cached

Introduces CAWI, a copula-based weight initialization method for randomized neural networks that models inter-feature dependence, improving predictive performance across 83 classification benchmarks.

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