29 citations · 97 across the 12 of their papers we have counts for
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cs.LG2020★ 29 cited
Efficient implementations of echo state network cross-validation
Mantas Lukoševičius, Arnas Uselis
Background/introduction: Cross-Validation (CV) is still uncommon in time series modeling. Echo State Networks (ESNs), as a prime example of Reservoir Computing (RC) models, are kno…
cs.LG2020★ 17 cited
Localized convolutional neural networks for geospatial wind forecasting
Arnas Uselis, Mantas Lukoševičius, Lukas Stasytis
Convolutional Neural Networks (CNN) possess many positive qualities when it comes to spatial raster data. Translation invariance enables CNNs to detect features regardless of their…
cs.IR2020★ 4 cited
Testing pre-trained Transformer models for Lithuanian news clustering
Lukas Stankevičius, Mantas Lukoševičius
A recent introduction of Transformer deep learning architecture made breakthroughs in various natural language processing tasks. However, non-English languages could not leverage s…