185 citations · 419 across the 15 of their papers we have counts for
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stat.ML2019★ 28 cited
Approximation and Non-parametric Estimation of ResNet-type Convolutional Neural Networks
Kenta Oono, Taiji Suzuki
Convolutional neural networks (CNNs) have been shown to achieve optimal approximation and estimation error rates (in minimax sense) in several function classes. However, previous a…
stat.ML2017★ 11 cited
Semi-supervised learning of hierarchical representations of molecules using neural message passing
Hai Nguyen, Shin-ichi Maeda, Kenta Oono
With the rapid increase of compound databases available in medicinal and material science, there is a growing need for learning representations of molecules in a semi-supervised ma…