Zobrazeno 1 - 10
of 33
pro vyhledávání: '"Boza, Vladimir"'
Autor:
Boža, Vladimír, Macko, Vladimír
Neural networks are often challenging to work with due to their large size and complexity. To address this, various methods aim to reduce model size by sparsifying or decomposing weight matrices, such as magnitude pruning and low-rank or block-diagon
Externí odkaz:
http://arxiv.org/abs/2409.18850
Autor:
Boža, Vladimír
Pruning large language models (LLMs) is a challenging task due to their enormous size. The primary difficulty is fine-tuning the model after pruning, which is needed to recover the lost performance caused by dropping weights. Recent approaches have e
Externí odkaz:
http://arxiv.org/abs/2401.02938
Autor:
Pašen, Martin, Boža, Vladimír
We propose a simple scheme for merging two neural networks trained with different starting initialization into a single one with the same size as the original ones. We do this by carefully selecting channels from each input network. Our procedure mig
Externí odkaz:
http://arxiv.org/abs/2204.09973
In nanopore sequencing, electrical signal is measured as DNA molecules pass through the sequencing pores. Translating these signals into DNA bases (base calling) is a highly non-trivial task, and its quality has a large impact on the sequencing accur
Externí odkaz:
http://arxiv.org/abs/2105.07520
We developed a new base caller DeepNano-coral for nanopore sequencing, which is optimized to run on the Coral Edge Tensor Processing Unit, a small USB-attached hardware accelerator. To achieve this goal, we have designed new versions of two key compo
Externí odkaz:
http://arxiv.org/abs/2011.04312
Autor:
Herman, Robert, Demolder, Anthony, Vavrik, Boris, Martonak, Michal, Boza, Vladimir, Kresnakova, Viera, Iring, Andrej, Palus, Timotej, Bahyl, Jakub, Nelis, Olivier, Beles, Monika, Fabbricatore, Davide, Perl, Leor, Bartunek, Jozef, Hatala, Robert
Publikováno v:
In Journal of Electrocardiology January-February 2024 82:147-154
We investigate usage of dynamic time warping (DTW) algorithm for aligning raw signal data from MinION sequencer. DTW is mostly using for fast alignment for selective sequencing to quickly determine whether a read comes from sequence of interest. We s
Externí odkaz:
http://arxiv.org/abs/1705.01620
Publikováno v:
PLoS ONE 12(6): e0178751
Motivation: The MinION device by Oxford Nanopore is the first portable sequencing device. MinION is able to produce very long reads (reads over 100~kBp were reported), however it suffers from high sequencing error rate. In this paper, we show that th
Externí odkaz:
http://arxiv.org/abs/1603.09195
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